South Florida COVID-19 Trajectory

Introduction

Public understanding of science is critical in times of crisis. The following analysis was conducted to examine the trajectory of COVID-19 in the South Florida counties of Miami-Dade, Broward, and Palm Beach. For phased reopening, the White House has set guidelines for local municipalities in their “Opening Up American Again” report. In the report, it is highly suggested that:

1. Local areas show a downward trajectory in the number of positive cases as a percent of total tests over a two-week period, and
2. Local hospitals have capacity to handle all patients without crisis care.

The analysis begins by looking at the number of new positive cases each day and the number of total tests performed each day. The figures are presented together because as there is more testing, there are likely to be more positive test results. Therefore, the proportion of positive cases is also calculated. Given a flat or increasing number of tests performed, the proportion of positive cases is the key metric to be used when looking at epidemic trajectory. It is recommended that this proportion not exceed 5%.

Finally, to ensure hospitals can meet demand without crisis care, the COVID-19 positive hospitalization census, COVID-19 positive ICU census, and COVID-19 positive ventilation census is plotted over time. Census refers to the number of COVID-19 positive patients in the hospital, ICU, and on ventilators, respectively, on a given day.

For Miami-Dade, Broward, and Palm Beach Counties, this document shows the

• Full testing counts data,
• Count of positive and total COVID-19 tests since mid-March,
• Proportion of positive counts to total counts within the last two weeks,
• Proportion of positive counts to total counts since mid-March,
• Full COVID-19 hospitalization census data, and
• Counts of patients hospitalized with COVID-19 since the beginning of April

Note: 5-day moving averages are used to smooth data. Note: On 8/31 there was a one-time historical data submission of a large number of cases from a large laboratory. The number of cases for 8/31 in the current report excludes this historical data submission. Note: a data dump of previously reported results prevented the reporting system from normal processing of lab results on October 9th, causing an inaccurate representation of data for October 9th and October 10th.

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Miami-Dade County

COVID-19 Testing Data

Full Data

This is a table of the most recent data we have available. We include data sources at the end of the document.

Date	Positive	Negative	PropPositive	Total
2020-03-20	NA	NA	NA	NA
2020-03-21	NA	NA	NA	NA
2020-03-22	NA	NA	NA	NA
2020-03-23	NA	NA	NA	NA
2020-03-24	58.6	349.8	14.348678	408.4
2020-03-25	84.8	536.4	13.650998	621.2
2020-03-26	109.8	602.4	15.417018	712.2
2020-03-27	134.2	725.2	15.615546	859.4
2020-03-28	179.4	860.4	17.253318	1039.8
2020-03-29	233.8	1011.8	18.770071	1245.6
2020-03-30	258.6	988.6	20.734445	1247.2
2020-03-31	315.2	1161.4	21.346336	1476.6
2020-04-01	328.6	1262.0	20.658871	1590.6
2020-04-02	383.4	1561.2	19.716137	1944.6
2020-04-03	436.0	1687.2	20.535041	2123.2
2020-04-04	486.6	1998.8	19.578337	2485.4
2020-04-05	456.6	1928.2	19.146260	2384.8
2020-04-06	513.4	2076.2	19.825456	2589.6
2020-04-07	503.2	1991.6	20.169953	2494.8
2020-04-08	475.8	1838.6	20.558244	2314.4
2020-04-09	456.6	1861.6	19.696316	2318.2
2020-04-10	502.8	2110.6	19.239305	2613.4
2020-04-11	504.2	2195.2	18.678225	2699.4
2020-04-12	478.4	2120.0	18.411330	2598.4
2020-04-13	476.2	2350.8	16.844712	2827.0
2020-04-14	462.0	2156.2	17.645711	2618.2
2020-04-15	441.2	2133.6	17.135312	2574.8
2020-04-16	435.8	2140.6	16.915075	2576.4
2020-04-17	466.8	2398.0	16.294331	2864.8
2020-04-18	430.6	2246.4	16.085170	2677.0
2020-04-19	450.8	2451.8	15.530903	2902.6
2020-04-20	445.8	2619.8	14.542015	3065.6
2020-04-21	454.0	2912.4	13.486217	3366.4
2020-04-22	443.2	2872.4	13.367113	3315.6
2020-04-23	507.8	3300.0	13.335784	3807.8
2020-04-24	525.2	3332.4	13.614683	3857.6
2020-04-25	555.4	3513.2	13.650887	4068.6
2020-04-26	516.8	3182.4	13.970588	3699.2
2020-04-27	513.0	3200.0	13.816321	3713.0
2020-04-28	431.8	2737.2	13.625749	3169.0
2020-04-29	383.2	2507.6	13.255846	2890.8
2020-04-30	337.0	2425.2	12.200420	2762.2
2020-05-01	310.2	2633.2	10.538833	2943.4
2020-05-02	249.8	2512.0	9.044826	2761.8
2020-05-03	266.2	2824.6	8.612657	3090.8
2020-05-04	234.6	3263.8	6.705923	3498.4
2020-05-05	201.0	2965.2	6.348304	3166.2
2020-05-06	181.6	2701.2	6.299431	2882.8
2020-05-07	171.8	2682.8	6.018356	2854.6
2020-05-08	145.8	2628.2	5.255948	2774.0
2020-05-09	161.0	2290.0	6.568747	2451.0
2020-05-10	160.0	2354.0	6.364360	2514.0
2020-05-11	163.0	2580.0	5.942399	2743.0
2020-05-12	174.6	2494.2	6.542266	2668.8
2020-05-13	197.2	2412.8	7.555556	2610.0
2020-05-14	194.2	2315.4	7.738285	2509.6
2020-05-15	197.6	2184.8	8.294157	2382.4
2020-05-16	272.2	2104.8	11.451409	2377.0
2020-05-17	274.4	2609.8	9.513903	2884.2
2020-05-18	243.4	3227.6	7.012388	3471.0
2020-05-19	214.0	5612.0	3.673189	5826.0
2020-05-20	246.4	6684.6	3.555043	6931.0
2020-05-21	175.8	6608.0	2.591468	6783.8
2020-05-22	174.6	6399.2	2.655998	6573.8
2020-05-23	174.6	5836.4	2.904675	6011.0
2020-05-24	205.4	4216.4	4.645167	4421.8
2020-05-25	160.2	3328.0	4.592627	3488.2
2020-05-26	142.6	3156.4	4.322522	3299.0
2020-05-27	139.6	3066.4	4.354336	3206.0
2020-05-28	166.8	3702.2	4.311191	3869.0
2020-05-29	156.0	3084.2	4.814518	3240.2
2020-05-30	173.8	3341.2	4.944523	3515.0
2020-05-31	181.4	3568.4	4.837591	3749.8
2020-06-01	169.4	3238.2	4.971241	3407.6
2020-06-02	167.6	3032.0	5.238155	3199.6
2020-06-02	189.4	3531.6	5.090030	3721.0
2020-06-04	192.4	3492.6	5.221167	3685.0
2020-06-05	211.4	3530.6	5.649385	3742.0
2020-06-06	260.4	5098.6	4.859115	5359.0
2020-06-07	255.6	4705.6	5.151979	4961.2
2020-06-08	247.0	4566.2	5.131721	4813.2
2020-06-09	253.0	4434.2	5.397679	4687.2
2020-06-10	265.4	4784.2	5.255862	5049.6
2020-06-11	250.8	3801.2	6.189536	4052.0
2020-06-12	317.6	4239.6	6.969192	4557.2
2020-06-13	329.8	5238.6	5.922707	5568.4
2020-06-14	333.4	5133.6	6.098409	5467.0
2020-06-15	378.2	5205.8	6.772923	5584.0
2020-06-16	425.0	5079.8	7.720535	5504.8
2020-06-17	425.0	4991.0	7.847120	5416.0
2020-06-18	476.8	4024.0	10.593672	4500.8
2020-06-19	547.4	4412.8	11.035845	4960.2
2020-06-20	624.8	4543.8	12.088380	5168.6
2020-06-21	612.8	4745.2	11.437103	5358.0
2020-06-22	635.6	4466.8	12.456883	5102.4
2020-06-23	707.0	4351.4	13.976752	5058.4
2020-06-24	759.0	4955.6	13.281769	5714.6
2020-06-25	880.0	5590.2	13.600816	6470.2
2020-06-26	1065.4	6370.0	14.328752	7435.4
2020-06-27	1358.0	7727.8	14.946400	9085.8
2020-06-28	1481.4	8284.4	15.169264	9765.8
2020-06-29	1623.8	8209.2	16.513780	9833.0
2020-06-30	1549.0	7411.0	17.287946	8960.0
2020-07-01	1736.8	7641.4	18.519545	9378.2
2020-07-02	1717.6	7210.8	19.237489	8928.4
2020-07-03	1899.8	7957.8	19.272440	9857.6
2020-07-04	2036.0	8246.6	19.800440	10282.6
2020-07-05	2203.8	8810.8	20.007989	11014.6
2020-07-06	2149.8	8444.2	20.292618	10594.0
2020-07-07	2327.8	8970.8	20.602553	11298.6
2020-07-08	2241.4	8011.0	21.862198	10252.4
2020-07-09	2256.8	8086.4	21.819166	10343.2
2020-07-10	2368.8	8351.4	22.096603	10720.2
2020-07-11	2678.0	10401.0	20.475572	13079.0
2020-07-12	2739.2	10869.4	20.128448	13608.6
2020-07-13	2761.4	11218.4	19.752786	13979.8
2020-07-14	2787.8	11340.0	19.732726	14127.8
2020-07-15	2897.2	12180.0	19.215770	15077.2
2020-07-16	2664.0	10752.4	19.856295	13416.4
2020-07-17	2641.6	11130.6	19.180668	13772.2
2020-07-18	2865.4	12140.8	19.094774	15006.2
2020-07-19	2939.4	12113.8	19.526745	15053.2
2020-07-20	2821.2	11505.6	19.691766	14326.8
2020-07-21	2889.8	12093.4	19.286935	14983.2
2020-07-22	2807.0	11543.8	19.559885	14350.8
2020-07-23	2828.4	11758.6	19.389868	14587.0
2020-07-24	2935.0	12581.2	18.915714	15516.2
2020-07-25	3015.6	13120.0	18.689110	16135.6
2020-07-26	2980.2	12684.2	19.025306	15664.4
2020-07-27	3042.6	13140.8	18.800746	16183.4
2020-07-28	2932.0	13294.0	18.069765	16226.0
2020-07-29	2807.2	13062.2	17.689390	15869.4
2020-07-30	2738.0	13325.2	17.045172	16063.2
2020-07-31	2773.2	13843.0	16.689736	16616.2
2020-08-01	2464.2	12656.0	16.297404	15120.2
2020-08-02	2100.2	11143.6	15.857986	13243.8
2020-08-03	1773.4	10015.4	15.043092	11788.8
2020-08-04	1505.0	8443.4	15.128061	9948.4
2020-08-05	1297.8	7933.2	14.059148	9231.0
2020-08-06	1347.2	8330.6	13.920519	9677.8
2020-08-07	1513.6	9291.8	14.007811	10805.4
2020-08-08	1534.8	9669.0	13.698924	11203.8
2020-08-09	1524.4	10258.0	12.937941	11782.4
2020-08-10	1483.8	9865.2	13.074280	11349.0
2020-08-11	1956.2	11470.0	14.570020	13426.2
2020-08-12	1943.6	11535.6	14.419253	13479.2
2020-08-13	2036.4	12506.2	14.002998	14542.6
2020-08-14	2155.8	13529.2	13.744342	15685.0
2020-08-15	2041.2	13245.8	13.352522	15287.0
2020-08-16	1371.6	10663.0	11.397138	12034.6
2020-08-17	1218.6	9956.8	10.904308	11175.4
2020-08-18	1101.4	9285.0	10.604252	10386.4
2020-08-19	967.4	8387.4	10.341215	9354.8
2020-08-20	1010.6	8948.8	10.147198	9959.4
2020-08-21	1052.0	10361.0	9.217559	11413.0
2020-08-22	1011.8	10248.6	8.985471	11260.4
2020-08-23	892.4	9215.8	8.828476	10108.2
2020-08-24	838.2	8756.2	8.736346	9594.4
2020-08-25	764.4	8464.4	8.282767	9228.8
2020-08-26	700.0	7487.4	8.549723	8187.4
2020-08-27	678.8	7573.4	8.225685	8252.2
2020-08-28	697.0	8132.6	7.893902	8829.6
2020-08-29	639.2	8063.0	7.345269	8702.2
2020-08-30	551.4	7164.2	7.146560	7715.6
2020-08-31	594.6	7660.8	7.202558	8255.4
2020-09-01	528.8	7264.4	6.785403	7793.2
2020-09-02	524.0	7150.0	6.828251	7674.0
2020-09-03	515.8	7220.0	6.667701	7735.8
2020-09-04	558.6	7842.8	6.648892	8401.4
2020-09-05	457.6	6933.4	6.191314	7391.0
2020-09-06	446.0	6771.6	6.179339	7217.6
2020-09-07	403.6	6597.2	5.765055	7000.8
2020-09-08	394.8	6348.4	5.854787	6743.2
2020-09-09	374.6	6296.8	5.615013	6671.4
2020-09-10	397.8	7016.6	5.365235	7414.4
2020-09-11	429.8	7754.0	5.251839	8183.8
2020-09-12	415.4	7814.2	5.047633	8229.6
2020-09-13	378.8	7692.4	4.693230	8071.2
2020-09-14	370.8	7746.4	4.568078	8117.2
2020-09-15	372.0	7879.4	4.508326	8251.4
2020-09-16	375.8	8468.0	4.249305	8843.8
2020-09-17	398.6	9299.0	4.110295	9697.6
2020-09-18	459.4	10825.6	4.070891	11285.0
2020-09-19	452.8	10796.4	4.025175	11249.2
2020-09-20	418.0	10347.6	3.882738	10765.6
2020-09-21	398.0	9185.4	4.153015	9583.4
2020-09-22	391.0	8414.2	4.440558	8805.2
2020-09-23	357.6	7405.0	4.606704	7762.6
2020-09-24	381.6	7596.8	4.782914	7978.4
2020-09-25	400.8	7907.8	4.823917	8308.6
2020-09-26	385.2	7932.2	4.631255	8317.4
2020-09-27	324.6	7019.2	4.420055	7343.8
2020-09-28	371.2	7019.8	5.022324	7391.0
2020-09-29	340.8	6633.2	4.886722	6974.0
2020-09-30	368.0	6658.2	5.237539	7026.2
2020-10-01	413.6	7272.0	5.381493	7685.6
2020-10-02	495.8	8371.6	5.591267	8867.4
2020-10-03	439.8	8090.6	5.155678	8530.4
2020-10-04	409.4	7966.4	4.887891	8375.8
2020-10-05	397.2	7577.0	4.981064	7974.2
2020-10-06	377.6	7746.4	4.647957	8124.0
2020-10-07	371.2	8159.6	4.351292	8530.8
2020-10-08	381.4	8589.2	4.251667	8970.6
2020-10-09	398.6	8000.6	4.745690	8399.2
2020-10-10	449.4	9623.6	4.461431	10073.0
2020-10-11	426.8	8896.2	4.577926	9323.0
2020-10-12	431.4	8914.4	4.615977	9345.8
2020-10-13	438.4	8697.8	4.798494	9136.2
2020-10-14	488.4	10039.6	4.639058	10528.0
2020-10-15	453.0	9472.8	4.563864	9925.8
2020-10-16	501.6	10334.8	4.628844	10836.4
2020-10-17	496.2	10233.0	4.624762	10729.2
2020-10-18	489.0	10408.0	4.487474	10897.0
2020-10-19	492.4	10452.0	4.499105	10944.4
2020-10-20	454.0	9233.4	4.686500	9687.4
2020-10-21	512.2	10095.2	4.828704	10607.4
2020-10-22	525.8	11349.0	4.427864	11874.8
2020-10-23	566.6	14271.6	3.818522	14838.2
2020-10-24	517.4	13959.6	3.573945	14477.0
2020-10-25	568.0	14587.4	3.747839	15155.4
2020-10-26	546.8	13966.0	3.767708	14512.8
2020-10-27	589.4	13294.2	4.245297	13883.6
2020-10-28	603.0	11029.4	5.183797	11632.4
2020-10-29	713.0	12174.2	5.532622	12887.2
2020-10-30	661.8	11376.0	5.497682	12037.8
2020-10-31	773.8	13381.2	5.466620	14155.0
2020-11-01	743.8	12588.8	5.578807	13332.6
2020-11-02	782.2	12537.4	5.872549	13319.6
2020-11-03	749.6	11518.0	6.110405	12267.6
2020-11-04	957.8	14088.0	6.365896	15045.8
2020-11-05	910.2	12449.8	6.812874	13360.0
2020-11-06	955.2	12459.2	7.120706	13414.4
2020-11-07	1122.2	14266.2	7.292506	15388.4
2020-11-08	1086.0	13553.8	7.418134	14639.8
2020-11-09	890.4	11073.2	7.442576	11963.6
2020-11-10	812.8	10440.8	7.222578	11253.6
2020-11-11	892.6	11020.4	7.492655	11913.0
2020-11-12	923.6	10364.2	8.182285	11287.8
2020-11-13	1054.6	11365.0	8.491417	12419.6
2020-11-14	1442.6	15007.8	8.769392	16450.4
2020-11-15	1509.8	15242.8	9.012332	16752.6
2020-11-16	1640.2	16598.0	8.993212	18238.2
2020-11-17	1602.6	16205.0	8.999528	17807.6
2020-11-18	1755.8	18316.8	8.747248	20072.6
2020-11-19	1692.0	17648.6	8.748436	19340.6
2020-11-20	1869.8	19909.4	8.585256	21779.2
2020-11-21	1843.6	20139.6	8.386404	21983.2
2020-11-22	1800.0	20622.8	8.027543	22422.8
2020-11-23	1770.4	20499.8	7.949637	22270.2
2020-11-24	1780.8	21427.0	7.673282	23207.8
2020-11-25	1792.6	22444.2	7.396191	24236.8
2020-11-26	1793.8	23046.4	7.221359	24840.2
2020-11-27	1799.0	22564.0	7.384148	24363.0
2020-11-28	1834.4	21841.4	7.747996	23675.8
2020-11-29	1809.4	20257.6	8.199574	22067.0
2020-11-30	1842.0	18488.8	9.060145	20330.8
2020-12-01	1947.0	18117.8	9.703561	20064.8
2020-12-02	2099.2	19200.6	9.855492	21299.8
2020-12-03	2198.8	21265.0	9.371031	23463.8
2020-12-04	2252.2	22836.6	8.976914	25088.8
2020-12-05	2224.6	23156.2	8.764893	25380.8

Total COVID-19 Tests by Day

The average number of COVID-19 tests performed each day increased from about 2,000 in to in early April to around 12,500 in August. Over the past two weeks, there has been an average increase of 51 additional tests performed each day in Miami-Dade County. This data is presented on a log scale.

Positive COVID-19 Tests by Day

There was a general decrease in the number of new positive test results from early April until around mid May when Miami-Dade reopened. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average increase of 33.45 additional positive cases each day, per day in Miami-Dade County.

Proportion of Positive Cases within Past Two Weeks

During the 14-day period from 21 November to 05 December, there was a increase in the proportion of positive COVID-19 cases reported in Miami-Dade County. Over this period, there was an average change of 0.127 percentage points per day for new positive cases. Given a flat or increasing number of tests performed, the proportion of positive tests obtained is the key metric for examining COVID-19 trajectory.

Proportion of Positive COVID-19 Tests by Day

Overall, the proportion of positive test results out of all tests decreased significantly from over 15% in April to the proportion of about 6% at the end of May. This is a function of test availability and the population being tested. Overall, since the county reopened on May 11th, the proportion of positive tests increased over time until mid-July when it began to decrease. Since mid-October the proportion of positive tests has been increasing.

COVID-19 Hospitalization Data

Full Data

The data below is COVID-19 hospital census data for Miami-Dade County for all dates with available data since April 2.These columns are: the number of patients hospitalized with COVID-19 (Hospitalized), the number of patients in intensive care with COVID-19 (ICU), the number of patients in intensive care with COVID-19 who are also on ventilators (Ventilated), the number of patients positive for COVID-19 that were admitted the previous day (AdmitPrevDay), the number of patients recovered from COVID-19 that were discharged the previous day (DischPrevDay), and the net admission of patients positive for COVID-19 the previous day (DeltaAdmit; a negative value means more recovered patients were discharged than sick patients admitted).

Date	County	TotalBeds	AvailableBeds	HospitalCapacity	Hospitalized	ICU	Ventilated	AdmitPrevDay	DischPrevDay	DeltaAdmit
2020-04-02	MIAMI-DADE	9455	NA	NA	320	130	116	NA	NA	NA
2020-04-03	MIAMI-DADE	9455	NA	NA	346	133	116	111	33	78
2020-04-04	MIAMI-DADE	9455	NA	NA	416	133	112	59	37	22
2020-04-05	MIAMI-DADE	9455	NA	NA	533	188	146	108	19	89
2020-04-06	MIAMI-DADE	9455	NA	NA	516	178	151	89	21	68
2020-04-07	MIAMI-DADE	9455	NA	NA	591	199	167	76	28	48
2020-04-08	MIAMI-DADE	9455	NA	NA	636	215	166	107	32	75
2020-04-09	MIAMI-DADE	9455	NA	NA	634	232	170	99	61	38
2020-04-10	MIAMI-DADE	9455	4977	0.5263882	681	245	172	79	37	42
2020-04-10	MIAMI-DADE	9455	NA	NA	676	251	183	73	36	37
2020-04-11	MIAMI-DADE	9455	NA	NA	671	238	177	99	64	35
2020-04-12	MIAMI-DADE	9455	NA	NA	672	243	192	80	59	21
2020-04-12	MIAMI-DADE	9455	NA	NA	714	245	183	60	61	-1
2020-04-13	MIAMI-DADE	9455	NA	NA	653	247	184	74	47	27
2020-04-13	MIAMI-DADE	9455	NA	NA	695	251	184	80	48	32
2020-04-14	MIAMI-DADE	9455	3264	0.3452142	653	204	146	69	41	28
2020-04-14	MIAMI-DADE	9455	3483	0.3683765	712	249	174	86	66	20
2020-04-15	MIAMI-DADE	9455	3325	0.3516658	693	234	169	84	76	8
2020-04-16	MIAMI-DADE	9455	3341	0.3533580	714	223	176	77	84	-7
2020-04-16	MIAMI-DADE	9455	3604	0.3811740	736	226	176	74	111	-37
2020-04-17	MIAMI-DADE	9455	3570	0.3775780	706	213	172	83	107	-24
2020-04-17	MIAMI-DADE	9455	3471	0.3671074	797	285	170	74	88	-14
2020-04-18	MIAMI-DADE	9455	3455	0.3654151	697	221	170	101	137	-36
2020-04-18	MIAMI-DADE	9455	3561	0.3766261	697	219	170	93	138	-45
2020-04-19	MIAMI-DADE	9455	3507	0.3709149	730	223	170	71	105	-34
2020-04-20	MIAMI-DADE	9455	3410	0.3606557	727	210	167	58	64	-6
2020-04-21	MIAMI-DADE	9455	3468	0.3667901	759	205	155	92	81	11
2020-04-22	MIAMI-DADE	9455	3260	0.3447911	743	196	148	72	88	-16
2020-04-22	MIAMI-DADE	9455	3410	0.3606557	722	194	139	71	121	-50
2020-04-23	MIAMI-DADE	9455	3378	0.3572713	706	186	129	91	62	29
2020-04-23	MIAMI-DADE	9455	3541	0.3745108	728	192	139	82	65	17
2020-04-24	MIAMI-DADE	9455	3193	0.3377049	694	173	125	86	66	20
2020-04-25	MIAMI-DADE	9455	3383	0.3578001	699	182	133	85	50	35
2020-04-25	MIAMI-DADE	9455	3288	0.3477525	705	178	133	84	51	33
2020-04-26	MIAMI-DADE	9455	3231	0.3417240	752	176	115	95	34	61
2020-04-26	MIAMI-DADE	9455	3250	0.3437335	747	177	116	79	32	47
2020-04-27	MIAMI-DADE	9455	3266	0.3454257	728	163	114	52	23	29
2020-04-27	MIAMI-DADE	9455	3278	0.3466949	725	162	115	50	26	24
2020-04-28	MIAMI-DADE	9455	3045	0.3220518	763	204	128	53	43	10
2020-04-28	MIAMI-DADE	9455	2996	0.3168694	776	203	127	71	52	19
2020-04-29	MIAMI-DADE	9455	2927	0.3095717	746	204	119	74	48	26
2020-04-29	MIAMI-DADE	9455	2916	0.3084082	747	196	120	75	44	31
2020-04-30	MIAMI-DADE	9455	3006	0.3179270	735	167	108	64	61	3
2020-04-30	MIAMI-DADE	9455	3001	0.3173982	735	168	108	58	63	-5
2020-05-01	MIAMI-DADE	9455	3266	0.3454257	733	177	110	69	76	-7
2020-05-01	MIAMI-DADE	9455	3274	0.3462718	724	171	110	79	77	2
2020-05-02	MIAMI-DADE	9455	3230	0.3416182	715	168	107	86	72	14
2020-05-03	MIAMI-DADE	9455	3344	0.3536753	707	181	103	68	134	-66
2020-05-03	MIAMI-DADE	9455	3335	0.3527234	697	179	102	56	132	-76
2020-05-04	MIAMI-DADE	9455	3114	0.3293496	702	170	105	46	29	17
2020-05-04	MIAMI-DADE	9455	3118	0.3297726	692	167	103	47	33	14
2020-05-05	MIAMI-DADE	9455	2950	0.3120042	674	157	84	68	76	-8
2020-05-05	MIAMI-DADE	9455	2954	0.3124273	677	156	84	67	74	-7
2020-05-06	MIAMI-DADE	9455	2926	0.3094659	660	142	80	80	68	12
2020-05-06	MIAMI-DADE	9455	2930	0.3098889	658	142	80	84	72	12
2020-05-07	MIAMI-DADE	9455	2867	0.3032258	661	137	75	71	65	6
2020-05-07	MIAMI-DADE	9455	2870	0.3035431	658	136	75	71	65	6
2020-05-08	MIAMI-DADE	9455	3023	0.3197250	643	130	78	68	64	4
2020-05-09	MIAMI-DADE	9526	3056	0.3208062	817	128	79	67	185	-118
2020-05-09	MIAMI-DADE	9526	3049	0.3200714	649	129	79	71	180	-109
2020-05-10	MIAMI-DADE	9526	3017	0.3167122	662	133	77	81	35	46
2020-05-10	MIAMI-DADE	9526	3073	0.3225908	667	127	77	64	31	33
2020-05-11	MIAMI-DADE	9526	3214	0.3373924	695	121	74	58	23	35
2020-05-11	MIAMI-DADE	9526	3214	0.3373924	695	121	74	58	23	35
2020-05-12	MIAMI-DADE	9526	2889	0.3032752	698	123	82	74	49	25
2020-05-12	MIAMI-DADE	9526	2874	0.3017006	634	111	73	76	50	26
2020-05-13	MIAMI-DADE	9526	2862	0.3004409	679	112	68	50	59	-9
2020-05-13	MIAMI-DADE	9526	2764	0.2901533	716	119	66	54	55	-1
2020-05-14	MIAMI-DADE	9526	2696	0.2830149	694	118	62	54	74	-20
2020-05-14	MIAMI-DADE	9526	2685	0.2818602	694	117	61	47	76	-29
2020-05-15	MIAMI-DADE	9526	2663	0.2795507	697	110	59	67	76	-9
2020-05-15	MIAMI-DADE	9526	2662	0.2794457	697	111	59	60	64	-4
2020-05-16	MIAMI-DADE	9526	2759	0.2896284	714	119	61	62	81	-19
2020-05-16	MIAMI-DADE	9526	2760	0.2897334	747	125	62	74	83	-9
2020-05-18	MIAMI-DADE	9526	2638	0.2769263	778	128	82	23	14	9
2020-05-19	MIAMI-DADE	9526	2560	0.2687382	742	122	50	52	44	8
2020-05-23	MIAMI-DADE	9526	2592	0.2720974	772	114	59	70	68	2
2020-05-26	MIAMI-DADE	9526	2800	0.2939324	792	106	67	67	110	-43
2020-05-27	MIAMI-DADE	9526	2589	0.2717825	768	106	61	42	46	-4
2020-05-28	MIAMI-DADE	9526	2391	0.2509973	740	103	56	59	98	-39
2020-05-29	MIAMI-DADE	9526	2464	0.2586605	729	92	55	48	74	-26
2020-05-31	MIAMI-DADE	9526	2640	0.2771363	716	96	53	71	49	22
2020-06-01	MIAMI-DADE	9526	2526	0.2651690	663	95	75	39	45	-6
2020-06-02	MIAMI-DADE	9526	2464	0.2586605	714	96	54	61	59	2
2020-06-03	MIAMI-DADE	9526	2339	0.2455385	699	98	56	58	109	-51
2020-06-04	MIAMI-DADE	9526	2444	0.2565610	643	98	NA	60	81	-21
2020-06-05	MIAMI-DADE	9526	2478	0.2601302	717	114	56	82	86	-4
2020-06-08	MIAMI-DADE	9526	2504	0.2628595	723	108	60	56	22	34
2020-06-10	MIAMI-DADE	9526	2199	0.2308419	724	93	58	60	54	6
2020-06-11	MIAMI-DADE	9526	2160	0.2267478	691	98	58	65	67	-2
2020-06-12	MIAMI-DADE	9526	2192	0.2301071	686	99	59	54	70	-16
2020-06-12	MIAMI-DADE	9526	2291	0.2404997	681	103	59	58	69	-11
2020-06-15	MIAMI-DADE	9526	2383	0.2501575	738	126	66	95	45	50
2020-06-16	MIAMI-DADE	9526	2250	0.2361957	754	135	64	99	76	23
2020-06-17	MIAMI-DADE	9526	2161	0.2268528	761	131	67	101	87	14
2020-06-18	MIAMI-DADE	9526	2036	0.2137308	761	138	64	101	249	-148
2020-06-19	MIAMI-DADE	9526	2096	0.2200294	758	131	71	115	150	-35
2020-06-20	MIAMI-DADE	9526	2087	0.2190846	794	131	74	103	92	11
2020-06-22	MIAMI-DADE	9526	2066	0.2168801	900	165	77	110	42	68
2020-06-23	MIAMI-DADE	9526	1991	0.2090069	932	163	78	154	94	60
2020-06-24	MIAMI-DADE	9526	1852	0.1944153	981	185	83	164	121	43
2020-06-25	MIAMI-DADE	9526	1830	0.1921058	955	182	87	160	140	20
2020-06-26	MIAMI-DADE	9526	2054	0.2156204	1006	195	88	187	142	45
2020-06-27	MIAMI-DADE	9526	2118	0.2223389	1004	206	91	160	136	24
2020-06-27	MIAMI-DADE	9526	2127	0.2232836	1004	206	90	162	130	32
2020-06-28	MIAMI-DADE	9526	2166	0.2273777	1100	223	90	182	109	73
2020-06-29	MIAMI-DADE	9526	1987	0.2085870	1152	234	92	160	110	50
2020-06-30	MIAMI-DADE	9526	1863	0.1955700	1219	282	105	174	120	54
2020-07-01	MIAMI-DADE	9526	1819	0.1909511	1295	265	119	211	209	2
2020-07-02	MIAMI-DADE	9526	1735	0.1821331	1381	283	140	251	170	81
2020-07-03	MIAMI-DADE	9526	1979	0.2077472	1394	295	148	218	199	19
2020-07-05	MIAMI-DADE	9526	2002	0.2101617	1539	332	166	204	138	66
2020-07-06	MIAMI-DADE	9526	1906	0.2000840	1641	333	171	221	134	87
2020-07-08	MIAMI-DADE	9526	1906	0.2000840	1689	353	180	239	272	-33
2020-07-09	MIAMI-DADE	9526	1851	0.1943103	1755	365	189	214	228	-14
2020-07-10	MIAMI-DADE	9526	1798	0.1887466	1770	370	196	238	251	-13
2020-07-12	MIAMI-DADE	9526	1798	0.1887466	1887	394	205	260	209	51
2020-07-13	MIAMI-DADE	9526	1707	0.1791938	2025	414	212	269	172	97
2020-07-14	MIAMI-DADE	9551	1631	0.1707675	1968	428	204	267	254	13
2020-07-15	MIAMI-DADE	9551	1597	0.1672076	1999	429	220	281	301	-20
2020-07-16	MIAMI-DADE	9551	1586	0.1660559	2016	460	241	274	272	2
2020-07-17	MIAMI-DADE	9551	1644	0.1721286	2069	453	245	252	240	12
2020-07-19	MIAMI-DADE	9590	1847	0.1925965	2225	504	282	247	185	62
2020-07-21	MIAMI-DADE	9590	1521	0.1586027	2299	527	312	280	259	21
2020-07-22	MIAMI-DADE	9590	1572	0.1639208	2262	518	312	249	300	-51
2020-07-23	MIAMI-DADE	9590	1585	0.1652763	2256	523	312	261	256	5
2020-07-24	MIAMI-DADE	9590	1589	0.1656934	2286	536	335	242	248	-6
2020-07-25	MIAMI-DADE	9590	1616	0.1685089	2154	557	329	217	244	-27
2020-07-26	MIAMI-DADE	9590	1723	0.1796663	2150	561	332	188	222	-34
2020-07-27	MIAMI-DADE	9590	1658	0.1728884	2255	562	329	229	181	48
2020-07-28	MIAMI-DADE	9590	1515	0.1579771	2209	571	343	217	244	-27
2020-07-29	MIAMI-DADE	9590	1537	0.1602711	2103	550	329	221	285	-64
2020-07-30	MIAMI-DADE	9590	1580	0.1647550	2083	547	321	220	275	-55
2020-08-01	MIAMI-DADE	9590	1721	0.1794578	1963	539	326	195	229	-34
2020-08-02	MIAMI-DADE	9590	1775	0.1850886	1937	519	319	145	179	-34
2020-08-03	MIAMI-DADE	9590	1823	0.1900938	1951	509	318	158	130	28
2020-08-04	MIAMI-DADE	9590	1664	0.1735141	1949	512	326	203	176	27
2020-08-06	MIAMI-DADE	9590	1581	0.1648592	1850	498	349	172	202	-30
2020-08-07	MIAMI-DADE	9590	1670	0.1741397	1833	477	336	194	187	7
2020-08-08	MIAMI-DADE	9590	1815	0.1892596	1777	477	334	161	299	-138
2020-08-09	MIAMI-DADE	9590	1891	0.1971846	1712	457	319	121	159	-38
2020-08-10	MIAMI-DADE	9590	1910	0.1991658	1703	443	307	118	129	-11
2020-08-11	MIAMI-DADE	9590	1682	0.1753910	1650	427	291	167	190	-23
2020-08-12	MIAMI-DADE	9590	1640	0.1710115	1574	421	294	142	204	-62
2020-08-13	MIAMI-DADE	9590	1849	0.1928050	1497	394	278	146	173	-27
2020-08-14	MIAMI-DADE	9590	1961	0.2044838	1415	395	269	115	181	-66
2020-08-16	MIAMI-DADE	9590	2162	0.2254432	1334	378	274	108	110	-2
2020-08-17	MIAMI-DADE	9590	2204	0.2298227	1317	371	284	88	72	16
2020-08-18	MIAMI-DADE	9590	2020	0.2106361	1295	355	261	137	137	0
2020-08-19	MIAMI-DADE	9590	1953	0.2036496	1232	346	271	131	158	-27
2020-08-20	MIAMI-DADE	9590	1915	0.1996872	1162	322	246	109	156	-47
2020-08-21	MIAMI-DADE	9590	1991	0.2076121	1138	290	238	124	137	-13
2020-08-22	MIAMI-DADE	9590	2157	0.2249218	1056	282	224	103	140	-37
2020-08-23	MIAMI-DADE	9590	2221	0.2315954	1047	278	221	65	93	-28
2020-08-24	MIAMI-DADE	9590	2064	0.2152242	1068	269	210	88	75	13
2020-08-25	MIAMI-DADE	9590	2048	0.2135558	996	266	209	89	109	-20
2020-08-26	MIAMI-DADE	9590	2055	0.2142857	966	253	206	86	110	-24
2020-08-27	MIAMI-DADE	9590	2235	0.2330553	934	240	194	103	113	-10
2020-08-28	MIAMI-DADE	9590	2268	0.2364964	891	227	188	76	114	-38
2020-08-29	MIAMI-DADE	9590	2417	0.2520334	841	214	175	80	106	-26
2020-08-30	MIAMI-DADE	9590	2521	0.2628780	832	213	169	57	87	-30
2020-08-31	MIAMI-DADE	9590	2544	0.2652763	830	213	169	65	56	9
2020-09-01	MIAMI-DADE	9590	2337	0.2436913	803	210	166	80	93	-13
2020-09-02	MIAMI-DADE	9590	2318	0.2417101	762	200	169	85	117	-32
2020-09-03	MIAMI-DADE	9590	2263	0.2359750	767	213	163	74	74	0
2020-09-04	MIAMI-DADE	9590	2261	0.2357664	750	212	157	92	76	16
2020-09-05	MIAMI-DADE	9590	2457	0.2562044	707	198	149	74	102	-28
2020-09-06	MIAMI-DADE	9590	2567	0.2676747	670	188	147	43	68	-25
2020-09-07	MIAMI-DADE	9590	2562	0.2671533	657	182	144	45	64	-19
2020-09-08	MIAMI-DADE	9590	2565	0.2674661	660	182	134	61	62	-1
2020-09-09	MIAMI-DADE	9590	2384	0.2485923	650	173	145	63	85	-22
2020-09-11	MIAMI-DADE	9590	2297	0.2395203	590	173	136	50	113	-63
2020-09-12	MIAMI-DADE	9590	2442	0.2546403	568	169	134	53	70	-17
2020-09-13	MIAMI-DADE	9590	2557	0.2666319	533	169	131	34	59	-25
2020-09-15	MIAMI-DADE	9590	2498	0.2604797	514	164	129	39	64	-25
2020-09-16	MIAMI-DADE	9590	2399	0.2501564	508	155	122	51	64	-13
2020-09-17	MIAMI-DADE	9590	2333	0.2432742	497	151	121	50	64	-14
2020-09-18	MIAMI-DADE	9590	2346	0.2446298	457	145	112	40	60	-20
2020-09-19	MIAMI-DADE	9590	2579	0.2689260	416	138	105	42	64	-22
2020-09-20	MIAMI-DADE	9590	2735	0.2851929	410	132	106	37	40	-3
2020-09-21	MIAMI-DADE	9590	2660	0.2773723	410	128	107	25	29	-4
2020-09-22	MIAMI-DADE	9590	2466	0.2571429	418	125	97	34	55	-21
2020-09-23	MIAMI-DADE	9590	2459	0.2564129	413	126	93	22	52	-30
2020-09-24	MIAMI-DADE	9590	2436	0.2540146	381	114	85	35	60	-25
2020-09-25	MIAMI-DADE	9590	2418	0.2521376	369	116	81	32	51	-19
2020-09-25	MIAMI-DADE	9590	3415	0.3561001	365	121	78	38	54	-16
2020-09-27	MIAMI-DADE	9590	2541	0.2649635	363	119	74	57	40	17
2020-09-29	MIAMI-DADE	9590	2490	0.2596455	364	114	70	46	37	9
2020-10-02	MIAMI-DADE	9590	2316	0.2415016	373	116	67	34	33	1
2020-10-05	MIAMI-DADE	9590	2616	0.2727842	357	99	64	21	27	-6
2020-10-06	MIAMI-DADE	9590	2415	0.2518248	366	103	61	42	37	5
2020-10-08	MIAMI-DADE	9590	2173	0.2265902	357	97	64	46	46	0
2020-10-09	MIAMI-DADE	9590	2330	0.2429614	353	95	68	31	42	-11
2020-10-10	MIAMI-DADE	9590	2296	0.2394161	355	95	64	35	42	-7
2020-10-12	MIAMI-DADE	9590	2471	0.2576642	361	100	65	38	26	12
2020-10-14	MIAMI-DADE	9590	2399	0.2501564	353	98	62	25	53	-28
2020-10-16	MIAMI-DADE	9590	2301	0.2399374	357	92	56	42	51	-9
2020-10-17	MIAMI-DADE	9590	2478	0.2583942	352	92	57	40	51	-11
2020-10-18	MIAMI-DADE	9590	2703	0.2818561	338	95	56	32	48	-16
2020-10-19	MIAMI-DADE	9590	2560	0.2669447	345	98	56	36	34	2
2020-10-20	MIAMI-DADE	9590	2431	0.2534932	337	95	55	42	41	1
2020-10-22	MIAMI-DADE	9590	2368	0.2469239	376	96	55	34	48	-14
2020-10-23	MIAMI-DADE	9590	2415	0.2518248	370	99	59	39	38	1
2020-10-24	MIAMI-DADE	9590	2599	0.2710115	386	98	60	49	38	11
2020-10-25	MIAMI-DADE	9590	2631	0.2743483	389	96	58	39	37	2
2020-10-26	MIAMI-DADE	9590	2554	0.2663191	407	95	60	39	27	12
2020-10-27	MIAMI-DADE	9590	2396	0.2498436	424	103	64	52	40	12
2020-10-28	MIAMI-DADE	9590	2328	0.2427529	422	99	58	34	53	-19
2020-10-29	MIAMI-DADE	9590	2328	0.2427529	436	105	63	50	50	0
2020-10-30	MIAMI-DADE	9590	2357	0.2457769	412	107	63	47	NA	NA
2020-10-31	MIAMI-DADE	9590	2535	0.2643379	405	100	56	36	NA	NA
2020-11-01	MIAMI-DADE	9590	2686	0.2800834	393	79	58	51	NA	NA
2020-11-02	MIAMI-DADE	9590	2632	0.2744526	430	99	60	33	NA	NA
2020-11-04	MIAMI-DADE	9590	2424	0.2527633	434	104	58	42	55	-13
2020-11-05	MIAMI-DADE	9590	2402	0.2504692	435	103	64	57	57	0
2020-11-06	MIAMI-DADE	9590	2448	0.2552659	420	103	65	50	70	-20
2020-11-07	MIAMI-DADE	9590	2485	0.2591241	417	103	64	65	60	5
2020-11-08	MIAMI-DADE	9590	2635	0.2747654	424	104	57	50	40	10
2020-11-09	MIAMI-DADE	9590	2588	0.2698644	468	113	64	41	27	14
2020-11-10	MIAMI-DADE	9590	2414	0.2517205	473	105	65	56	61	-5
2020-11-11	MIAMI-DADE	9590	2301	0.2399374	492	111	69	55	59	-4
2020-11-12	MIAMI-DADE	9590	2225	0.2320125	520	108	66	60	40	20
2020-11-13	MIAMI-DADE	9590	2204	0.2298227	519	108	61	53	67	-14
2020-11-14	MIAMI-DADE	9590	3414	0.3559958	524	122	70	56	73	-17
2020-11-15	MIAMI-DADE	9590	2554	0.2663191	519	119	69	58	53	5
2020-11-17	MIAMI-DADE	9590	2260	0.2356621	555	117	69	60	60	0
2020-11-18	MIAMI-DADE	9590	2159	0.2251303	556	117	64	64	80	-16
2020-11-19	MIAMI-DADE	9590	2148	0.2239833	555	134	71	69	87	-18
2020-11-20	MIAMI-DADE	9590	2171	0.2263816	570	131	72	73	72	1
2020-11-21	MIAMI-DADE	9590	2290	0.2387904	565	128	66	71	71	0
2020-11-22	MIAMI-DADE	9590	2426	0.2529718	593	131	76	67	41	26
2020-11-23	MIAMI-DADE	9590	2355	0.2455683	608	136	81	66	51	15
2020-11-24	MIAMI-DADE	9590	2222	0.2316997	632	150	83	82	76	6
2020-11-25	MIAMI-DADE	9590	2282	0.2379562	639	151	93	68	80	-12
2020-11-26	MIAMI-DADE	9590	2529	0.2637122	641	149	89	84	77	7
2020-11-27	MIAMI-DADE	9590	2628	0.2740355	658	148	90	82	73	9
2020-11-28	MIAMI-DADE	9590	2688	0.2802920	662	144	90	87	80	7
2020-11-29	MIAMI-DADE	9590	2622	0.2734098	709	148	87	89	73	16
2020-11-30	MIAMI-DADE	9590	2448	0.2552659	740	152	91	68	61	7
2020-12-01	MIAMI-DADE	9590	2256	0.2352450	768	162	91	97	83	14
2020-12-02	MIAMI-DADE	9590	2078	0.2166840	793	158	90	95	81	14
2020-12-03	MIAMI-DADE	9590	2024	0.2110532	891	206	93	107	99	8
2020-12-04	MIAMI-DADE	9590	2037	0.2124088	850	165	92	101	94	7
2020-12-05	MIAMI-DADE	9590	2194	0.2287800	870	175	101	107	103	4

Hospital COVID-19 Census Trajectory

We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Miami-Dade County.

Recently, on December 5th, there were 870 COVID positive patients hospitalized. This was a decrease from a high of 2299 obtained on July 21st. Additionally on December 5th, there were 175 COVID positive patients in the ICU. This was a decrease from from a high of 561 obtained on July 26th. Furthermore, on December 5th, there were 101 COVID positive patients ventilated. This was a decrease from a high of 335 obtained on July 24th. Over the past two weeks, hospitalization census has increased. Note: data is plotted on a log scale.

We also show the proportion of patients hospitalized who are in the ICU and the proportion of those patients in the ICU who are ventilated.

Currenly 20.76 % of COVID positive patients hospitalized are receiving intensive care. Of the patients receiving intensive care, 53.93 % are on ventilators.

COVID-19 Deaths by Day

County	Date	Count
Dade	2020-03-16	1
Dade	2020-03-17	1
Dade	2020-03-20	2
Dade	2020-03-22	6
Dade	2020-03-24	4
Dade	2020-03-25	6
Dade	2020-03-26	3
Dade	2020-03-27	11
Dade	2020-03-28	10
Dade	2020-03-29	20
Dade	2020-03-30	14
Dade	2020-03-31	19
Dade	2020-04-01	18
Dade	2020-04-02	22
Dade	2020-04-03	18
Dade	2020-04-04	23
Dade	2020-04-05	13
Dade	2020-04-06	18
Dade	2020-04-07	16
Dade	2020-04-08	27
Dade	2020-04-09	17
Dade	2020-04-10	13
Dade	2020-04-11	21
Dade	2020-04-12	14
Dade	2020-04-13	17
Dade	2020-04-14	27
Dade	2020-04-15	15
Dade	2020-04-16	25
Dade	2020-04-17	23
Dade	2020-04-18	11
Dade	2020-04-19	23
Dade	2020-04-20	17
Dade	2020-04-21	13
Dade	2020-04-22	14
Dade	2020-04-23	19
Dade	2020-04-24	14
Dade	2020-04-25	13
Dade	2020-04-26	9
Dade	2020-04-27	34
Dade	2020-04-28	10
Dade	2020-04-29	12
Dade	2020-04-30	8
Dade	2020-05-01	9
Dade	2020-05-02	8
Dade	2020-05-03	15
Dade	2020-05-04	12
Dade	2020-05-05	13
Dade	2020-05-06	3
Dade	2020-05-07	7
Dade	2020-05-08	5
Dade	2020-05-09	12
Dade	2020-05-10	7
Dade	2020-05-11	11
Dade	2020-05-12	12
Dade	2020-05-13	16
Dade	2020-05-14	17
Dade	2020-05-15	19
Dade	2020-05-16	11
Dade	2020-05-17	18
Dade	2020-05-18	5
Dade	2020-05-19	7
Dade	2020-05-20	17
Dade	2020-05-21	13
Dade	2020-05-22	10
Dade	2020-05-23	6
Dade	2020-05-24	5
Dade	2020-05-25	11
Dade	2020-05-26	10
Dade	2020-05-27	10
Dade	2020-05-28	11
Dade	2020-05-29	6
Dade	2020-05-30	6
Dade	2020-05-31	8
Dade	2020-06-01	8
Dade	2020-06-02	7
Dade	2020-06-03	18
Dade	2020-06-04	7
Dade	2020-06-05	11
Dade	2020-06-06	10
Dade	2020-06-07	11
Dade	2020-06-08	10
Dade	2020-06-09	15
Dade	2020-06-10	13
Dade	2020-06-11	8
Dade	2020-06-12	25
Dade	2020-06-13	7
Dade	2020-06-14	2
Dade	2020-06-15	22
Dade	2020-06-16	14
Dade	2020-06-17	15
Dade	2020-06-18	19
Dade	2020-06-19	23
Dade	2020-06-20	18
Dade	2020-06-21	17
Dade	2020-06-22	24
Dade	2020-06-23	18
Dade	2020-06-24	24
Dade	2020-06-25	27
Dade	2020-06-26	23
Dade	2020-06-27	41
Dade	2020-06-28	18
Dade	2020-06-29	33
Dade	2020-06-30	22
Dade	2020-07-01	59
Dade	2020-07-02	37
Dade	2020-07-03	36
Dade	2020-07-04	36
Dade	2020-07-05	13
Dade	2020-07-06	72
Dade	2020-07-07	63
Dade	2020-07-08	33
Dade	2020-07-09	60
Dade	2020-07-10	60
Dade	2020-07-11	55
Dade	2020-07-12	59
Dade	2020-07-13	60
Dade	2020-07-14	39
Dade	2020-07-15	62
Dade	2020-07-16	68
Dade	2020-07-17	76
Dade	2020-07-18	60
Dade	2020-07-19	46
Dade	2020-07-20	39
Dade	2020-07-21	55
Dade	2020-07-22	39
Dade	2020-07-23	46
Dade	2020-07-24	51
Dade	2020-07-25	35
Dade	2020-07-26	43
Dade	2020-07-27	42
Dade	2020-07-28	40
Dade	2020-07-29	30
Dade	2020-07-30	41
Dade	2020-07-31	34
Dade	2020-08-01	24
Dade	2020-08-02	23
Dade	2020-08-03	43
Dade	2020-08-04	23
Dade	2020-08-05	44
Dade	2020-08-06	31
Dade	2020-08-07	31
Dade	2020-08-08	19
Dade	2020-08-09	11
Dade	2020-08-10	33
Dade	2020-08-11	27
Dade	2020-08-12	19
Dade	2020-08-13	18
Dade	2020-08-14	25
Dade	2020-08-15	13
Dade	2020-08-16	14
Dade	2020-08-17	13
Dade	2020-08-18	15
Dade	2020-08-19	16
Dade	2020-08-20	16
Dade	2020-08-21	12
Dade	2020-08-22	10
Dade	2020-08-23	9
Dade	2020-08-24	10
Dade	2020-08-25	10
Dade	2020-08-26	6
Dade	2020-08-27	12
Dade	2020-08-28	8
Dade	2020-08-29	5
Dade	2020-08-30	2
Dade	2020-08-31	31
Dade	2020-09-01	8
Dade	2020-09-02	2
Dade	2020-09-03	17
Dade	2020-09-04	3
Dade	2020-09-05	8
Dade	2020-09-06	2
Dade	2020-09-07	8
Dade	2020-09-08	9
Dade	2020-09-09	7
Dade	2020-09-10	10
Dade	2020-09-11	9
Dade	2020-09-12	3
Dade	2020-09-13	2
Dade	2020-09-14	7
Dade	2020-09-15	8
Dade	2020-09-16	7
Dade	2020-09-17	1
Dade	2020-09-18	11
Dade	2020-09-19	6
Dade	2020-09-20	4
Dade	2020-09-21	6
Dade	2020-09-22	3
Dade	2020-09-23	4
Dade	2020-09-24	3
Dade	2020-09-26	5
Dade	2020-09-27	2
Dade	2020-09-28	10
Dade	2020-09-29	5
Dade	2020-09-30	5
Dade	2020-10-01	3
Dade	2020-10-02	5
Dade	2020-10-03	3
Dade	2020-10-04	2
Dade	2020-10-05	10
Dade	2020-10-06	4
Dade	2020-10-07	3
Dade	2020-10-09	1
Dade	2020-10-10	3
Dade	2020-10-11	3
Dade	2020-10-12	2
Dade	2020-10-13	4
Dade	2020-10-14	4
Dade	2020-10-15	8
Dade	2020-10-16	11
Dade	2020-10-17	4
Dade	2020-10-18	3
Dade	2020-10-19	5
Dade	2020-10-20	3
Dade	2020-10-21	8
Dade	2020-10-22	3
Dade	2020-10-23	2
Dade	2020-10-24	1
Dade	2020-10-26	6
Dade	2020-10-27	8
Dade	2020-10-28	4
Dade	2020-10-29	6
Dade	2020-10-30	2
Dade	2020-10-31	8

Overall from March 16th to approximately May 25th in Miami-Dade County, there was a decrease in the number of deaths per day. The orange triangle depicts the county reopening date. This decrease in deaths may be attributable to advances in COVID-19 treatments and standard of care. A decrease in median age of those impacted could also partially explain this decrease. After May 25th, there was an increase in deaths reported per day for Miami-Dade County culminating in a peak during the second week of July. Aftewards, the number of reported deaths per day has started to decrease. The peak number of deaths so far reported was 76 on July 17th.

Note: Due to delays in classifying the cause of death and thus of reporting deaths due to COVID-19, the most recent data will undercount the number of deaths. Specifically, 25% of newly reported deaths were from on or before November 1st for the region. This date indicates a point where 75% of our data is considered complete. For this reason, approximately the last 5 weeks were excluded from this analysis of deaths.

---

Broward County

COVID-19 Testing Data

Full Data

Date	Positive	Negative	PropPositive
20-Mar	32	749	4.0973111
21-Mar	36	277	11.5015974
22-Mar	53	351	13.1188119
23-Mar	46	245	15.8075601
24-Mar	49	238	17.0731707
25-Mar	100	1413	6.6093853
26-Mar	93	859	9.7689076
27-Mar	126	1044	10.7692308
28-Mar	189	1591	10.6179775
29-Mar	18	229	7.2874494
30-Mar	299	2553	10.4838710
31-Mar	82	672	10.8753316
1-Apr	13	193	6.3106796
2-Apr	249	935	21.0304054
3-Apr	84	1271	6.1992620
4-Apr	227	1028	18.0876494
5-Apr	94	1204	7.2419106
6-Apr	181	1029	14.9586777
7-Apr	163	1052	13.4156379
9-Apr	122	1262	8.8150289
10-Apr	199	944	17.4103237
11-Apr	155	805	16.1458333
12-Apr	150	1008	12.9533679
13-Apr	299	1574	15.9636946
14-Apr	117	789	12.9139073
15-Apr	186	1135	14.0802422
16-Apr	254	2340	9.7918273
17-Apr	183	1208	13.1560029
18-Apr	217	1213	15.1748252
19-Apr	223	1362	14.0694006
20-Apr	181	1060	14.5850121
21-Apr	191	1193	13.8005780
22-Apr	166	1456	10.2342787
23-Apr	312	2851	9.8640531
24-Apr	247	1537	13.8452915
25-Apr	NA	NA	NA
26-Apr	NA	NA	NA
27-Apr	NA	NA	NA
28-Apr	NA	NA	NA
29-Apr	66	787	7.7373974
30-Apr	183	3640	4.7868166
1-May	107	1839	5.4984584
2-May	60	1122	5.0761421
3-May	66	785	7.7555817
4-May	108	2090	4.9135578
5-May	63	1805	3.3725910
6-May	80	1458	5.2015605
7-May	47	5356	0.8698871
8-May	49	1470	3.2258065
9-May	89	654	11.9784657
10-May	22	2180	0.9990917
11-May	68	1744	3.7527594
12-May	61	1332	4.3790380
13-May	52	2155	2.3561396
14-May	69	1150	5.6603774
15-May	41	499	7.5925926
16-May	81	1344	5.6842105
17-May	78	1956	3.8348083
18-May	47	2476	1.8628617
19-May	45	6470	0.6907137
20-May	109	4259	2.4954212
21-May	64	3411	1.8417266
22-May	72	3400	2.0737327
23-May	41	1168	3.3912324
24-May	78	3557	2.1458047
25-May	39	1608	2.3679417
26-May	36	994	3.4951456
27-May	38	1960	1.9019019
28-May	101	4316	2.2866199
29-May	79	1445	5.2000000
30-May	69	2696	2.5000000
31-May	72	3055	2.3000000
1-Jun	51	760	6.3000000
2-Jun	84	2191	3.7000000
3-Jun	100	3840	2.5000000
4-Jun	103	4199	2.4000000
5-Jun	95	2829	3.2000000
6-Jun	145	4798	2.9000000
7-Jun	113	2414	4.5000000
8-Jun	136	3255	4.0000000
9-Jun	112	1532	6.8000000
10-Jun	151	2426	5.9000000
11-Jun	226	4329	5.0000000
12-Jun	219	3342	6.1000000
13-Jun	108	3920	2.7000000
14-Jun	129	2415	5.1000000
15-Jun	393	4798	7.6000000
16-Jun	281	2598	9.8000000
17-Jun	272	3460	7.3000000
18-Jun	271	2755	9.0000000
19-Jun	342	3176	9.7000000
20-Jun	504	4760	9.6000000
21-Jun	134	2061	6.1000000
22-Jun	459	4037	10.2000000
23-Jun	443	3673	10.8000000
24-Jun	373	5421	6.4000000
25-Jun	730	5630	11.5000000
26-Jun	705	6194	10.2000000
27-Jun	555	4707	10.5000000
28-Jun	439	3221	12.0000000
29-Jun	590	3773	13.5000000
30-Jun	528	3056	14.7000000
1-Jul	944	6010	13.6000000
2-Jul	1094	5637	16.3000000
3-Jul	1343	8189	14.1000000
4-Jul	1634	8369	16.3000000
5-Jul	629	3298	16.0000000
6-Jul	738	4915	13.1000000
7-Jul	1164	7155	14.0000000
8-Jul	1318	4525	22.6000000
9-Jul	1599	9088	15.0000000
10-Jul	1556	8218	15.9000000
11-Jul	1780	11457	13.4000000
12-Jul	1413	8797	13.8000000
13-Jul	1346	7074	16.0000000
14-Jul	1324	7603	14.8000000
15-Jul	1419	7110	16.6000000
16-Jul	1328	7972	14.3000000
17-Jul	1231	7728	13.7000000
18-Jul	1159	7951	12.7000000
19-Jul	1709	7926	17.7000000
20-Jul	1602	8986	15.1000000
21-Jul	1168	8278	12.4000000
22-Jul	1259	7615	14.2000000
23-Jul	1577	8437	15.7000000
24-Jul	1592	10790	12.9000000
25-Jul	1167	8367	12.2000000
26-Jul	1427	9314	13.3000000
27-Jul	891	7314	10.9000000
28-Jul	1318	9025	12.7000000
29-Jul	1361	8521	13.8000000
30-Jul	1098	9020	10.9000000
31-Jul	1342	9337	12.6000000
1-Aug	1189	8703	12.0000000
2-Aug	570	6284	8.3000000
3-Aug	442	3770	10.5000000
4-Aug	423	4360	8.8000000
5-Aug	728	8009	8.3000000
6-Aug	688	6432	9.7000000
7-Aug	887	8328	9.6000000
8-Aug	691	7208	8.7000000
9-Aug	662	6406	9.3700000
10-Aug	712	6475	9.9100000
11-Aug	519	5539	8.5700000
12-Aug	685	7018	8.8900000
13-Aug	647	7940	7.5300000
14-Aug	661	8718	7.0500000
15-Aug	463	5161	8.2300000
16-Aug	388	3944	8.9600000
17-Aug	398	4876	7.5500000
18-Aug	356	5552	6.0300000
19-Aug	530	6972	7.0600000
20-Aug	491	6935	6.6100000
21-Aug	380	7497	4.8200000
22-Aug	251	5062	4.7200000
23-Aug	217	4896	4.2400000
24-Aug	201	3392	5.5900000
25-Aug	310	5154	5.6700000
26-Aug	282	4557	5.8300000
27-Aug	377	7506	4.7800000
28-Aug	256	6010	4.0900000
29-Aug	189	4148	4.3600000
30-Aug	180	4156	4.1500000
31-Aug	311	6236	4.7500000
1-Sep	155	3414	4.3400000
2-Sep	267	5848	4.3700000
3-Sep	249	5810	4.1100000
4-Sep	224	5379	4.0000000
5-Sep	163	4886	3.2300000
6-Sep	137	4259	3.1200000
7-Sep	152	3899	3.7500000
8-Sep	156	3831	3.9100000
9-Sep	167	4900	3.3000000
10-Sep	199	6440	3.0000000
11-Sep	167	7119	2.2900000
12-Sep	158	5528	2.7800000
13-Sep	108	4511	2.3400000
14-Sep	174	4377	3.8200000
15-Sep	149	5051	2.8700000
16-Sep	215	8144	2.5700000
17-Sep	218	6707	3.1500000
18-Sep	227	7782	2.8300000
19-Sep	175	5332	3.1800000
20-Sep	122	5095	2.3400000
21-Sep	151	4194	3.4800000
22-Sep	205	3950	4.9300000
23-Sep	181	5877	2.9900000
24-Sep	185	6264	2.8700000
25-Sep	185	6156	2.9200000
26-Sep	154	4329	3.4400000
27-Sep	28	1568	1.7500000
28-Sep	240	7958	2.9300000
29-Sep	91	3597	2.4700000
30-Sep	217	5220	3.9900000
1-Oct	211	7254	2.8300000
2-Oct	140	5081	2.6800000
3-Oct	165	4367	3.6400000
4-Oct	77	3619	2.0800000
5-Oct	142	3805	3.6000000
6-Oct	225	7645	2.8600000
7-Oct	247	6771	3.5200000
8-Oct	180	6635	2.6400000
9-Oct	137	3029	4.3300000
10-Oct	374	10234	3.5300000
11-Oct	104	4494	2.2600000
12-Oct	177	5486	3.1300000
13-Oct	265	6307	4.0300000
14-Oct	225	5796	3.7400000
15-Oct	338	8476	3.8300000
16-Oct	373	7556	4.7000000
17-Oct	274	5551	4.7000000
18-Oct	186	4817	3.7200000
19-Oct	258	5831	4.2400000
20-Oct	173	2759	5.9000000
21-Oct	539	10497	4.8800000
22-Oct	451	9599	4.4900000
23-Oct	455	15633	2.8300000
24-Oct	283	6007	4.5000000
25-Oct	493	6611	6.9400000
26-Oct	389	6324	5.7900000
27-Oct	626	7814	7.4200000
28-Oct	469	7990	5.5400000
29-Oct	618	10435	5.5900000
30-Oct	159	3524	4.3200000
31-Oct	882	14728	5.6500000
1-Nov	304	4973	5.7600000
2-Nov	498	7006	6.6400000
3-Nov	418	5555	7.0000000
4-Nov	791	11512	6.4300000
5-Nov	563	8504	6.2100000
6-Nov	410	4613	8.1600000
7-Nov	795	12464	6.0000000
8-Nov	446	5496	7.5100000
9-Nov	257	3692	6.5100000
10-Nov	448	5617	7.3900000
11-Nov	507	6337	7.4100000
12-Nov	847	8624	8.9400000
13-Nov	351	3682	8.7000000
14-Nov	1417	16321	7.9900000
15-Nov	426	5053	7.7800000
16-Nov	942	10785	8.0300000
17-Nov	767	8920	7.9200000
18-Nov	900	12088	6.9300000
19-Nov	932	11331	7.6000000
20-Nov	960	12703	7.0300000
21-Nov	764	11396	6.2800000
22-Nov	688	9923	6.4800000
23-Nov	863	11623	6.9100000
24-Nov	781	12120	6.0500000
25-Nov	1063	16435	6.0700000
26-Nov	537	8279	6.0900000
27-Nov	806	9923	7.5100000
28-Nov	812	10295	7.3100000
29-Nov	796	8557	8.5100000
30-Nov	821	10588	7.2000000
1-Dec	1010	10708	8.6200000
2-Dec	1135	13110	7.9700000
3-Dec	1105	13959	7.3400000
4-Dec	1089	13215	7.6100000
5-Dec	896	11287	7.3500000

Total COVID-19 Tests by Day

Over the past two weeks, there has been an average increase of 3 additional tests performed each day in Broward County. This data is presented on a log scale.

Positive COVID-19 Tests by Day

There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been a slight increase of 12.3 additional positive cases each day, per day in Broward County.

Proportion of Positive Cases within Past Two Weeks

During the 14-day period from 21 November to 05 December, there was a slight increase in the proportion of positive COVID-19 cases reported in Broward County. Over this period, there was an average change of 0.1 percentage points per day for new positive cases.

Proportion of Positive COVID-19 Tests by Day

This measure is a function of test availability and the population being tested.

COVID-19 Hospitalization Data

Full Data

Date	County	TotalBeds	AvailableBeds	HospitalCapacity	Hospitalized	ICU	Ventilated	AdmitPrevDay	DischPrevDay	DeltaAdmit
2020-04-02	BROWARD	6816	NA	NA	204	71	56	NA	NA	NA
2020-04-03	BROWARD	6816	NA	NA	250	87	70	143	49	94
2020-04-04	BROWARD	6816	NA	NA	298	98	80	41	18	23
2020-04-05	BROWARD	6816	NA	NA	341	96	92	83	66	17
2020-04-06	BROWARD	6816	NA	NA	389	122	110	71	72	-1
2020-04-07	BROWARD	6816	NA	NA	413	128	113	65	81	-16
2020-04-08	BROWARD	6816	NA	NA	391	135	119	62	108	-46
2020-04-09	BROWARD	6816	NA	NA	376	135	106	55	54	1
2020-04-10	BROWARD	6816	3575	0.5245012	374	136	114	83	84	-1
2020-04-10	BROWARD	6816	NA	NA	380	148	120	84	72	12
2020-04-11	BROWARD	6816	NA	NA	370	140	115	71	80	-9
2020-04-12	BROWARD	6816	NA	NA	400	145	120	66	60	6
2020-04-12	BROWARD	6816	NA	NA	398	152	121	77	64	13
2020-04-13	BROWARD	6816	NA	NA	326	128	99	72	59	13
2020-04-13	BROWARD	6816	NA	NA	406	146	116	84	62	22
2020-04-14	BROWARD	6816	2035	0.2985622	400	144	116	89	60	29
2020-04-14	BROWARD	6816	1992	0.2922535	398	140	108	107	65	42
2020-04-15	BROWARD	6816	1970	0.2890258	387	144	112	142	136	6
2020-04-16	BROWARD	6816	2199	0.3226232	396	147	114	136	111	25
2020-04-16	BROWARD	6816	2100	0.3080986	378	139	106	125	55	70
2020-04-17	BROWARD	6816	2068	0.3034038	376	135	106	122	63	59
2020-04-17	BROWARD	6816	2132	0.3127934	365	135	104	70	44	26
2020-04-18	BROWARD	6816	2055	0.3014965	310	107	82	68	118	-50
2020-04-18	BROWARD	6816	2150	0.3154343	381	125	102	64	48	16
2020-04-19	BROWARD	6816	2053	0.3012031	378	127	100	53	43	10
2020-04-20	BROWARD	6816	2029	0.2976819	371	123	105	60	39	21
2020-04-21	BROWARD	6816	2082	0.3054577	330	107	88	90	66	24
2020-04-22	BROWARD	6816	2069	0.3035505	360	116	97	62	57	5
2020-04-22	BROWARD	6816	2079	0.3050176	356	117	95	52	40	12
2020-04-23	BROWARD	6816	2099	0.3079519	364	119	82	47	33	14
2020-04-23	BROWARD	6816	2044	0.2998826	363	121	84	38	40	-2
2020-04-24	BROWARD	6816	1680	0.2464789	372	117	102	46	38	8
2020-04-25	BROWARD	6816	1671	0.2451585	347	116	103	67	57	10
2020-04-25	BROWARD	6816	1679	0.2463322	343	112	85	77	65	12
2020-04-26	BROWARD	6816	1689	0.2477993	341	110	84	74	50	24
2020-04-26	BROWARD	6816	1675	0.2457453	343	113	84	63	48	15
2020-04-27	BROWARD	6816	1825	0.2677523	335	105	82	35	39	-4
2020-04-27	BROWARD	6816	1836	0.2693662	336	107	80	35	40	-5
2020-04-28	BROWARD	6816	1740	0.2552817	324	99	74	69	59	10
2020-04-28	BROWARD	6816	1739	0.2551350	324	99	74	69	59	10
2020-04-29	BROWARD	6816	1772	0.2599765	319	101	77	59	55	4
2020-04-29	BROWARD	6816	1771	0.2598298	319	101	77	59	55	4
2020-04-30	BROWARD	6816	1755	0.2574824	311	92	77	47	50	-3
2020-04-30	BROWARD	6816	1757	0.2577758	312	93	77	47	50	-3
2020-05-01	BROWARD	6816	1833	0.2689261	309	91	69	65	62	3
2020-05-01	BROWARD	6816	1833	0.2689261	310	91	69	65	62	3
2020-05-02	BROWARD	6816	1762	0.2585094	308	91	72	55	62	-7
2020-05-03	BROWARD	6816	1729	0.2536678	301	89	67	31	30	1
2020-05-03	BROWARD	6816	1715	0.2516138	305	89	69	47	40	7
2020-05-04	BROWARD	6816	1720	0.2523474	271	74	53	34	43	-9
2020-05-04	BROWARD	6816	1721	0.2524941	270	75	53	33	45	-12
2020-05-05	BROWARD	6816	1701	0.2495599	254	71	50	33	44	-11
2020-05-05	BROWARD	6816	1701	0.2495599	259	75	50	33	44	-11
2020-05-06	BROWARD	6816	1796	0.2634977	249	65	52	44	31	13
2020-05-06	BROWARD	6816	1796	0.2634977	249	65	52	50	31	19
2020-05-07	BROWARD	6816	1830	0.2684859	246	61	44	43	21	22
2020-05-07	BROWARD	6816	1830	0.2684859	246	61	44	43	21	22
2020-05-08	BROWARD	6816	1824	0.2676056	247	68	42	40	20	20
2020-05-09	BROWARD	6816	1914	0.2808099	241	62	41	36	25	11
2020-05-09	BROWARD	6816	1890	0.2772887	241	63	42	34	21	13
2020-05-10	BROWARD	6816	1873	0.2747946	253	63	41	41	18	23
2020-05-10	BROWARD	6816	1873	0.2747946	253	63	41	41	18	23
2020-05-11	BROWARD	6816	1839	0.2698063	283	59	39	50	6	44
2020-05-11	BROWARD	6816	1832	0.2687793	283	59	39	50	6	44
2020-05-12	BROWARD	6816	1682	0.2467723	279	61	41	30	20	10
2020-05-12	BROWARD	6816	1682	0.2467723	279	61	41	30	20	10
2020-05-13	BROWARD	6816	1616	0.2370892	246	50	24	41	16	25
2020-05-13	BROWARD	6816	1625	0.2384096	286	57	34	42	15	27
2020-05-14	BROWARD	6816	1654	0.2426643	300	57	36	41	26	15
2020-05-14	BROWARD	6816	1654	0.2426643	300	57	36	44	26	18
2020-05-15	BROWARD	6816	1694	0.2485329	281	45	35	25	19	6
2020-05-15	BROWARD	6816	1694	0.2485329	281	45	35	25	19	6
2020-05-16	BROWARD	6816	1779	0.2610035	277	41	36	22	25	-3
2020-05-16	BROWARD	6816	1723	0.2527876	270	43	38	23	25	-2
2020-05-18	BROWARD	6816	1838	0.2696596	270	46	42	22	17	5
2020-05-19	BROWARD	6816	1665	0.2442782	277	48	40	28	17	11
2020-05-23	BROWARD	6816	1590	0.2332746	228	48	41	23	17	6
2020-05-26	BROWARD	6816	1740	0.2552817	230	47	37	25	18	7
2020-05-27	BROWARD	6816	1703	0.2498533	228	49	37	27	22	5
2020-05-28	BROWARD	6816	1681	0.2466256	213	54	41	18	25	-7
2020-05-29	BROWARD	6816	1759	0.2580692	208	50	45	21	20	1
2020-05-31	BROWARD	6816	1969	0.2888791	187	49	34	20	16	4
2020-06-01	BROWARD	6816	2013	0.2953345	198	51	34	12	23	-11
2020-06-02	BROWARD	6822	1894	0.2776312	195	53	33	32	33	-1
2020-06-03	BROWARD	6816	1853	0.2718603	187	50	32	30	39	-9
2020-06-04	BROWARD	6816	1904	0.2793427	167	52	32	20	26	-6
2020-06-05	BROWARD	6816	1780	0.2611502	182	50	31	23	16	7
2020-06-08	BROWARD	6816	1905	0.2794894	185	50	29	26	12	14
2020-06-10	BROWARD	6816	1758	0.2579225	169	46	29	26	23	3
2020-06-11	BROWARD	6816	1740	0.2552817	204	50	30	31	23	8
2020-06-12	BROWARD	6816	1678	0.2461854	215	48	31	31	25	6
2020-06-12	BROWARD	6816	1679	0.2463322	214	48	31	28	25	3
2020-06-15	BROWARD	6816	1855	0.2721538	222	53	27	30	16	14
2020-06-16	BROWARD	6816	1706	0.2502934	235	61	29	39	29	10
2020-06-17	BROWARD	6816	1692	0.2482394	243	54	27	40	36	4
2020-06-18	BROWARD	6816	1460	0.2142019	257	56	26	44	32	12
2020-06-19	BROWARD	6816	1347	0.1976232	289	68	26	53	35	18
2020-06-20	BROWARD	6816	1475	0.2164026	297	71	30	51	24	27
2020-06-23	BROWARD	6816	1556	0.2282864	302	47	25	49	33	16
2020-06-24	BROWARD	6816	1445	0.2120012	391	68	34	66	59	7
2020-06-25	BROWARD	6816	1301	0.1908744	429	74	26	79	33	46
2020-06-26	BROWARD	6816	1238	0.1816315	451	92	43	73	45	28
2020-06-27	BROWARD	6816	1289	0.1891138	472	97	38	82	51	31
2020-06-27	BROWARD	6816	1289	0.1891138	472	97	38	82	51	31
2020-06-28	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-29	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-30	BROWARD	6816	1167	0.1712148	602	113	49	105	65	40
2020-07-01	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-02	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-03	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-05	BROWARD	6816	1256	0.1842723	799	143	65	116	99	17
2020-07-06	BROWARD	6816	1177	0.1726819	872	146	72	151	109	42
2020-07-08	BROWARD	6816	960	0.1408451	843	169	89	110	135	-25
2020-07-09	BROWARD	6816	963	0.1412852	954	187	101	129	119	10
2020-07-10	BROWARD	6816	968	0.1420188	964	194	117	152	128	24
2020-07-12	BROWARD	6816	1059	0.1553697	1054	202	138	100	63	37
2020-07-13	BROWARD	6816	1026	0.1505282	1215	240	160	254	104	150
2020-07-14	BROWARD	6816	957	0.1404049	1230	244	171	192	124	68
2020-07-15	BROWARD	6816	904	0.1326291	1224	262	182	129	169	-40
2020-07-16	BROWARD	6816	989	0.1450998	1250	257	198	132	153	-21
2020-07-17	BROWARD	6816	940	0.1379108	1246	246	196	151	162	-11
2020-07-19	BROWARD	6816	985	0.1445129	1261	261	198	122	123	-1
2020-07-21	BROWARD	6816	882	0.1294014	1319	269	191	149	152	-3
2020-07-22	BROWARD	6816	875	0.1283744	1356	275	209	134	179	-45
2020-07-23	BROWARD	6816	916	0.1343897	1442	287	213	113	179	-66
2020-07-24	BROWARD	6816	903	0.1324824	1309	280	215	123	139	-16
2020-07-25	BROWARD	6816	999	0.1465669	1326	291	219	122	152	-30
2020-07-26	BROWARD	6816	999	0.1465669	1287	282	216	89	151	-62
2020-07-27	BROWARD	6816	1021	0.1497946	1305	279	215	93	136	-43
2020-07-28	BROWARD	6816	899	0.1318955	1305	288	223	116	145	-29
2020-07-29	BROWARD	6816	871	0.1277876	1290	293	224	128	141	-13
2020-07-30	BROWARD	6816	887	0.1301350	1267	283	211	108	144	-36
2020-08-01	BROWARD	6816	967	0.1418721	1207	292	214	112	137	-25
2020-08-02	BROWARD	6816	997	0.1462735	1205	270	212	86	103	-17
2020-08-03	BROWARD	6816	999	0.1465669	1187	261	208	75	125	-50
2020-08-04	BROWARD	6816	963	0.1412852	1087	251	216	75	123	-48
2020-08-06	BROWARD	6816	960	0.1408451	1060	245	196	95	151	-56
2020-08-07	BROWARD	6816	944	0.1384977	1045	233	192	76	140	-64
2020-08-08	BROWARD	6816	952	0.1396714	1024	228	192	76	123	-47
2020-08-09	BROWARD	6816	1068	0.1566901	977	216	191	71	104	-33
2020-08-10	BROWARD	6816	1096	0.1607981	996	214	195	74	107	-33
2020-08-11	BROWARD	6816	982	0.1440728	993	216	177	78	107	-29
2020-08-12	BROWARD	6816	979	0.1436326	964	215	170	77	106	-29
2020-08-13	BROWARD	6816	988	0.1449531	924	210	174	66	98	-32
2020-08-14	BROWARD	6816	937	0.1374707	838	206	184	63	106	-43
2020-08-16	BROWARD	6816	1095	0.1606514	802	206	183	47	73	-26
2020-08-17	BROWARD	6816	1124	0.1649061	802	198	166	58	66	-8
2020-08-18	BROWARD	6816	1006	0.1475939	781	199	169	58	88	-30
2020-08-19	BROWARD	6816	982	0.1440728	769	210	171	78	74	4
2020-08-20	BROWARD	6816	986	0.1446596	749	204	171	64	80	-16
2020-08-21	BROWARD	6816	996	0.1461268	726	192	162	60	84	-24
2020-08-22	BROWARD	6816	1014	0.1487676	681	180	152	53	88	-35
2020-08-23	BROWARD	6816	1046	0.1534624	661	177	149	48	77	-29
2020-08-24	BROWARD	6816	1090	0.1599178	662	177	146	53	63	-10
2020-08-25	BROWARD	6816	1014	0.1487676	628	174	145	54	79	-25
2020-08-26	BROWARD	6816	939	0.1377641	605	175	141	53	68	-15
2020-08-27	BROWARD	6816	915	0.1342430	591	163	133	44	81	-37
2020-08-28	BROWARD	6816	1104	0.1619718	525	141	125	35	95	-60
2020-08-29	BROWARD	6816	1114	0.1634390	514	140	121	57	53	4
2020-08-30	BROWARD	6816	1155	0.1694542	501	147	126	35	45	-10
2020-08-31	BROWARD	6816	1151	0.1688674	466	132	125	32	54	-22
2020-09-01	BROWARD	6816	1048	0.1537559	465	126	112	42	68	-26
2020-09-02	BROWARD	6816	1037	0.1521420	456	120	106	41	65	-24
2020-09-03	BROWARD	6816	1085	0.1591843	431	117	104	29	44	-15
2020-09-04	BROWARD	6816	1122	0.1646127	413	108	95	32	52	-20
2020-09-05	BROWARD	6816	1170	0.1716549	384	105	97	36	45	-9
2020-09-06	BROWARD	6816	1210	0.1775235	372	105	96	23	33	-10
2020-09-07	BROWARD	6816	1190	0.1745892	370	99	89	19	33	-14
2020-09-08	BROWARD	6816	1227	0.1800176	365	92	85	32	47	-15
2020-09-09	BROWARD	6816	1102	0.1616784	354	97	88	33	41	-8
2020-09-11	BROWARD	6816	1073	0.1574237	330	94	81	30	58	-28
2020-09-12	BROWARD	6816	1115	0.1635857	311	92	79	34	52	-18
2020-09-13	BROWARD	6816	1190	0.1745892	307	88	74	24	36	-12
2020-09-15	BROWARD	6816	1115	0.1635857	281	78	68	15	32	-17
2020-09-16	BROWARD	6816	1048	0.1537559	274	82	65	24	39	-15
2020-09-17	BROWARD	6816	1104	0.1619718	259	73	61	29	39	-10
2020-09-18	BROWARD	6816	1141	0.1674002	268	72	59	24	31	-7
2020-09-19	BROWARD	6816	1196	0.1754695	252	70	62	30	39	-9
2020-09-20	BROWARD	6816	1258	0.1845657	260	67	63	13	31	-18
2020-09-21	BROWARD	6816	1280	0.1877934	265	73	56	25	24	1
2020-09-22	BROWARD	6816	1196	0.1754695	262	65	53	27	27	0
2020-09-23	BROWARD	6816	1146	0.1681338	250	67	53	22	32	-10
2020-09-24	BROWARD	6816	1092	0.1602113	255	66	49	24	29	-5
2020-09-25	BROWARD	6816	1074	0.1575704	239	65	46	22	32	-10
2020-09-25	BROWARD	6816	1130	0.1657864	235	59	43	26	29	-3
2020-09-27	BROWARD	6816	1244	0.1825117	219	56	45	17	25	-8
2020-09-29	BROWARD	6816	1109	0.1627054	210	56	41	24	31	-7
2020-10-02	BROWARD	6816	1057	0.1550763	223	49	37	20	32	-12
2020-10-05	BROWARD	6816	1162	0.1704812	220	48	38	19	18	1
2020-10-06	BROWARD	6816	1111	0.1629988	233	47	31	30	25	5
2020-10-08	BROWARD	6816	995	0.1459800	224	55	32	30	26	4
2020-10-09	BROWARD	6816	1045	0.1533157	227	50	28	18	15	3
2020-10-10	BROWARD	6816	1094	0.1605047	218	48	27	21	25	-4
2020-10-12	BROWARD	6816	1176	0.1725352	198	47	29	15	22	-7
2020-10-14	BROWARD	6816	1011	0.1483275	197	41	30	26	29	-3
2020-10-16	BROWARD	6816	1045	0.1533157	199	47	31	24	33	-9
2020-10-17	BROWARD	6816	1060	0.1555164	192	46	30	22	33	-11
2020-10-18	BROWARD	6816	1164	0.1707746	196	42	29	25	39	-14
2020-10-19	BROWARD	6816	1169	0.1715082	205	45	29	22	26	-4
2020-10-20	BROWARD	6816	1071	0.1571303	207	44	29	29	16	13
2020-10-22	BROWARD	6816	998	0.1464202	205	42	31	29	27	2
2020-10-23	BROWARD	6792	939	0.1382509	207	44	28	23	39	-16
2020-10-24	BROWARD	6792	975	0.1435512	219	42	27	25	32	-7
2020-10-25	BROWARD	6792	1082	0.1593051	202	45	28	28	34	-6
2020-10-26	BROWARD	6792	1098	0.1616608	215	41	30	27	36	-9
2020-10-27	BROWARD	6792	1009	0.1485571	219	44	32	33	38	-5
2020-10-28	BROWARD	6792	938	0.1381037	224	49	36	35	40	-5
2020-10-29	BROWARD	6792	1021	0.1503239	225	51	35	35	32	3
2020-10-30	BROWARD	6792	985	0.1450236	237	47	35	44	NA	NA
2020-10-31	BROWARD	6792	1107	0.1629859	244	56	35	34	NA	NA
2020-11-01	BROWARD	6792	1181	0.1738810	257	57	35	38	NA	NA
2020-11-02	BROWARD	6792	1155	0.1700530	253	50	38	27	NA	NA
2020-11-04	BROWARD	6792	1061	0.1562132	262	51	34	27	46	-19
2020-11-05	BROWARD	6792	1045	0.1538575	276	61	35	47	42	5
2020-11-06	BROWARD	6792	1038	0.1528269	292	61	36	46	52	-6
2020-11-07	BROWARD	6792	1045	0.1538575	279	59	35	51	58	-7
2020-11-08	BROWARD	6792	1140	0.1678445	313	57	35	41	33	8
2020-11-09	BROWARD	6792	1122	0.1651943	295	55	37	24	34	-10
2020-11-10	BROWARD	6792	1075	0.1582744	307	63	42	50	40	10
2020-11-11	BROWARD	6792	1037	0.1526796	300	61	38	52	55	-3
2020-11-12	BROWARD	6792	951	0.1400177	306	59	36	61	49	12
2020-11-13	BROWARD	6792	919	0.1353062	322	55	35	52	49	3
2020-11-14	BROWARD	6792	1032	0.1519435	316	50	31	44	41	3
2020-11-15	BROWARD	6792	1123	0.1653416	302	45	30	35	53	-18
2020-11-17	BROWARD	6792	1105	0.1626914	343	54	32	69	56	13
2020-11-18	BROWARD	6792	1064	0.1566549	310	55	28	56	65	-9
2020-11-19	BROWARD	6792	1020	0.1501767	329	50	29	46	38	8
2020-11-20	BROWARD	6792	1005	0.1479682	333	54	29	44	45	-1
2020-11-21	BROWARD	6792	1103	0.1623969	322	54	30	55	43	12
2020-11-22	BROWARD	6792	1179	0.1735866	347	56	38	71	55	16
2020-11-23	BROWARD	6792	1215	0.1788869	381	61	35	66	40	26
2020-11-24	BROWARD	6792	1105	0.1626914	388	63	42	64	73	-9
2020-11-25	BROWARD	6792	1138	0.1675501	407	69	48	73	55	18
2020-11-26	BROWARD	6792	1270	0.1869847	413	69	50	60	59	1
2020-11-27	BROWARD	6792	1341	0.1974382	384	69	45	59	80	-21
2020-11-28	BROWARD	6792	1353	0.1992049	394	70	43	52	45	7
2020-11-29	BROWARD	6792	1320	0.1943463	401	69	46	62	55	7
2020-11-30	BROWARD	6792	1260	0.1855124	418	74	46	58	48	10
2020-12-01	BROWARD	6792	1139	0.1676973	432	73	46	80	62	18
2020-12-02	BROWARD	6792	1044	0.1537102	432	75	47	52	66	-14
2020-12-03	BROWARD	6792	1004	0.1478210	432	77	48	50	59	-9
2020-12-04	BROWARD	6792	1018	0.1498822	446	72	46	68	63	5
2020-12-05	BROWARD	6792	1090	0.1604829	440	72	48	60	83	-23

Hospital COVID-19 Census Trajectory

We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Broward County.

On December 5th, 440 COVID-positive patients were hospitalized, this was down from a high of 1442 hospitalized on July 23rd. On December 5th, 72 COVID-positive patients were in the ICU, this was down from a high of 291 on July 24th. Finally, on December 5th, 48 COVID-positive patients were on ventilators, this was down from a high of 223 on July 28th. Overall the past two week, the number in hospitals has increased.

We also show the proportion of patients hospitalized who are in the ICU and the proportion of those patients in the ICU who are ventilated.

Overall, the percentage of COVID-19 hospitalized patients needing intensive care has decreased from over 35% in early April, to the current rate of approximately 25%. In addition, the percentage of COVID-19 ICU patients requiring ventilation decreased from over approximately 85% in early April to under 75% currently.

COVID-19 Deaths by Day

County	Date	Count
Broward	2020-03-12	1
Broward	2020-03-15	1
Broward	2020-03-16	1
Broward	2020-03-18	2
Broward	2020-03-19	2
Broward	2020-03-20	2
Broward	2020-03-21	2
Broward	2020-03-22	2
Broward	2020-03-23	4
Broward	2020-03-24	3
Broward	2020-03-25	12
Broward	2020-03-26	3
Broward	2020-03-27	9
Broward	2020-03-28	6
Broward	2020-03-29	5
Broward	2020-03-30	8
Broward	2020-03-31	4
Broward	2020-04-01	9
Broward	2020-04-02	5
Broward	2020-04-03	11
Broward	2020-04-04	9
Broward	2020-04-05	7
Broward	2020-04-06	5
Broward	2020-04-07	9
Broward	2020-04-08	9
Broward	2020-04-09	12
Broward	2020-04-10	10
Broward	2020-04-11	3
Broward	2020-04-12	16
Broward	2020-04-13	11
Broward	2020-04-14	7
Broward	2020-04-15	5
Broward	2020-04-16	7
Broward	2020-04-17	3
Broward	2020-04-18	10
Broward	2020-04-19	8
Broward	2020-04-20	7
Broward	2020-04-21	4
Broward	2020-04-22	11
Broward	2020-04-23	12
Broward	2020-04-24	5
Broward	2020-04-25	7
Broward	2020-04-26	2
Broward	2020-04-27	6
Broward	2020-04-28	5
Broward	2020-04-29	7
Broward	2020-04-30	5
Broward	2020-05-01	7
Broward	2020-05-02	2
Broward	2020-05-03	4
Broward	2020-05-04	10
Broward	2020-05-05	1
Broward	2020-05-06	2
Broward	2020-05-07	2
Broward	2020-05-08	1
Broward	2020-05-09	4
Broward	2020-05-10	1
Broward	2020-05-11	3
Broward	2020-05-12	2
Broward	2020-05-13	2
Broward	2020-05-14	6
Broward	2020-05-16	6
Broward	2020-05-17	2
Broward	2020-05-18	1
Broward	2020-05-19	3
Broward	2020-05-20	1
Broward	2020-05-21	3
Broward	2020-05-22	6
Broward	2020-05-23	1
Broward	2020-05-24	1
Broward	2020-05-25	2
Broward	2020-05-26	3
Broward	2020-05-27	2
Broward	2020-05-28	1
Broward	2020-05-29	5
Broward	2020-05-30	2
Broward	2020-05-31	1
Broward	2020-06-02	3
Broward	2020-06-03	2
Broward	2020-06-04	4
Broward	2020-06-05	2
Broward	2020-06-06	1
Broward	2020-06-07	3
Broward	2020-06-08	2
Broward	2020-06-09	3
Broward	2020-06-10	1
Broward	2020-06-11	3
Broward	2020-06-12	2
Broward	2020-06-13	3
Broward	2020-06-14	2
Broward	2020-06-15	2
Broward	2020-06-16	5
Broward	2020-06-17	4
Broward	2020-06-18	1
Broward	2020-06-19	5
Broward	2020-06-20	8
Broward	2020-06-21	5
Broward	2020-06-22	10
Broward	2020-06-23	5
Broward	2020-06-24	6
Broward	2020-06-25	9
Broward	2020-06-26	13
Broward	2020-06-27	15
Broward	2020-06-28	8
Broward	2020-06-29	12
Broward	2020-06-30	10
Broward	2020-07-01	24
Broward	2020-07-02	20
Broward	2020-07-03	12
Broward	2020-07-04	28
Broward	2020-07-05	7
Broward	2020-07-06	26
Broward	2020-07-07	21
Broward	2020-07-08	17
Broward	2020-07-09	38
Broward	2020-07-10	33
Broward	2020-07-11	25
Broward	2020-07-12	29
Broward	2020-07-13	31
Broward	2020-07-14	31
Broward	2020-07-15	31
Broward	2020-07-16	29
Broward	2020-07-17	16
Broward	2020-07-18	36
Broward	2020-07-19	30
Broward	2020-07-20	19
Broward	2020-07-21	30
Broward	2020-07-22	23
Broward	2020-07-23	30
Broward	2020-07-24	32
Broward	2020-07-25	14
Broward	2020-07-26	28
Broward	2020-07-27	7
Broward	2020-07-28	27
Broward	2020-07-29	22
Broward	2020-07-30	16
Broward	2020-07-31	16
Broward	2020-08-01	19
Broward	2020-08-02	17
Broward	2020-08-03	8
Broward	2020-08-04	7
Broward	2020-08-05	19
Broward	2020-08-06	9
Broward	2020-08-07	10
Broward	2020-08-08	11
Broward	2020-08-09	5
Broward	2020-08-10	17
Broward	2020-08-11	9
Broward	2020-08-12	19
Broward	2020-08-13	7
Broward	2020-08-14	13
Broward	2020-08-15	5
Broward	2020-08-16	10
Broward	2020-08-17	3
Broward	2020-08-18	6
Broward	2020-08-19	17
Broward	2020-08-20	4
Broward	2020-08-21	5
Broward	2020-08-22	6
Broward	2020-08-23	3
Broward	2020-08-25	7
Broward	2020-08-26	4
Broward	2020-08-27	1
Broward	2020-08-28	5
Broward	2020-08-30	8
Broward	2020-08-31	7
Broward	2020-09-01	4
Broward	2020-09-02	2
Broward	2020-09-03	5
Broward	2020-09-04	6
Broward	2020-09-05	2
Broward	2020-09-06	4
Broward	2020-09-07	2
Broward	2020-09-08	1
Broward	2020-09-09	3
Broward	2020-09-10	1
Broward	2020-09-11	3
Broward	2020-09-12	1
Broward	2020-09-14	1
Broward	2020-09-15	2
Broward	2020-09-16	1
Broward	2020-09-17	3
Broward	2020-09-18	1
Broward	2020-09-19	2
Broward	2020-09-21	3
Broward	2020-09-23	3
Broward	2020-09-24	2
Broward	2020-09-25	1
Broward	2020-09-26	2
Broward	2020-09-28	3
Broward	2020-09-29	2
Broward	2020-09-30	4
Broward	2020-10-01	1
Broward	2020-10-03	1
Broward	2020-10-04	3
Broward	2020-10-06	4
Broward	2020-10-09	3
Broward	2020-10-10	5
Broward	2020-10-12	3
Broward	2020-10-13	2
Broward	2020-10-14	2
Broward	2020-10-15	2
Broward	2020-10-16	3
Broward	2020-10-17	1
Broward	2020-10-18	1
Broward	2020-10-19	3
Broward	2020-10-20	2
Broward	2020-10-21	4
Broward	2020-10-22	4
Broward	2020-10-23	4
Broward	2020-10-24	1
Broward	2020-10-26	3
Broward	2020-10-27	6
Broward	2020-10-28	6
Broward	2020-10-29	3
Broward	2020-10-30	1
Broward	2020-10-31	3
Broward	2020-11-01	2

In Broward County, death rose until mid April before decreasing until approximately May 18th, the day the county opened (depicted by orange triangle). After May 18th, there was an increase in deaths reported per day for Broward County culminating in a peak during the second week of July. Aftewards, the number of reported deaths per day has started to decrease The peak number of deaths per day thus far reported was 36 on July 9th.

Note: Due to delays in classifying the cause of death and thus of reporting deaths due to COVID-19, the most recent data will undercount the number of deaths. Specifically, 25% of newly reported deaths were from on or before November 1st for the region. This date indicates a point where 75% of our data is considered complete. For this reason, approximately the last 5 weeks were excluded from this analysis of deaths.

---

Palm Beach County

COVID-19 Testing Data

Full Data

Date	Positive	Negative	PropPositive
20-Mar	13	229	5.371901
21-Mar	14	84	14.285714
22-Mar	16	54	22.857143
23-Mar	17	135	11.184211
24-Mar	15	87	14.705882
25-Mar	37	401	8.447489
26-Mar	33	180	15.492958
27-Mar	67	211	24.100719
28-Mar	77	231	25.000000
29-Mar	15	31	32.608696
30-Mar	130	539	19.431988
31-Mar	88	414	17.529881
1-Apr	16	113	12.403101
2-Apr	170	364	31.835206
3-Apr	44	526	7.719298
4-Apr	127	446	22.164049
5-Apr	92	455	16.819013
6-Apr	69	276	20.000000
7-Apr	90	466	16.187050
8-Apr	47	135	25.824176
9-Apr	127	586	17.812062
10-Apr	98	462	17.500000
11-Apr	220	1987	9.968283
12-Apr	63	279	18.421053
13-Apr	81	352	18.706698
14-Apr	71	275	20.520231
15-Apr	99	316	23.855422
16-Apr	165	1467	10.110294
17-Apr	192	2332	7.606973
18-Apr	61	349	14.878049
19-Apr	52	312	14.285714
20-Apr	112	1418	7.320261
21-Apr	144	1970	6.811731
22-Apr	111	1373	7.479784
23-Apr	167	996	14.359415
24-Apr	65	456	12.476008
25-Apr	NA	NA	NA
26-Apr	NA	NA	NA
27-Apr	NA	NA	NA
28-Apr	NA	NA	NA
29-Apr	57	637	8.213256
30-Apr	74	1192	5.845182
1-May	39	886	4.216216
2-May	51	657	7.203390
3-May	172	2312	6.924316
4-May	82	2250	3.516295
5-May	100	1651	5.711022
6-May	86	1076	7.401033
7-May	35	1162	2.923977
8-May	171	1117	13.276397
9-May	78	897	8.000000
10-May	22	1052	2.048417
11-May	124	1198	9.379728
12-May	143	2322	5.801217
13-May	120	1418	7.802341
14-May	112	1174	8.709176
15-May	29	325	8.192090
16-May	109	1316	7.649123
17-May	113	1326	7.852676
18-May	57	1906	2.903719
19-May	67	4512	1.463202
20-May	189	3207	5.565371
21-May	100	1264	7.331378
22-May	80	1553	4.898959
23-May	45	884	4.843918
24-May	148	2866	4.910418
25-May	81	1347	5.672269
26-May	36	1000	3.474903
27-May	82	1352	5.718271
28-May	227	3455	6.165128
29-May	92	816	10.100000
30-May	145	1897	7.100000
31-May	141	2225	6.000000
1-Jun	77	780	9.000000
2-Jun	248	2096	10.600000
3-Jun	152	3341	4.400000
4-Jun	153	2955	4.900000
5-Jun	171	2240	7.100000
6-Jun	240	4530	5.000000
7-Jun	113	1553	6.800000
8-Jun	202	2670	7.000000
9-Jun	158	1481	9.600000
10-Jun	188	1594	10.500000
11-Jun	197	2147	8.400000
12-Jun	361	3135	10.300000
13-Jun	374	4183	8.200000
14-Jun	176	1808	8.900000
15-Jun	254	2417	9.500000
16-Jun	222	1733	11.400000
17-Jun	345	2212	13.500000
18-Jun	230	2757	7.700000
19-Jun	363	2236	14.000000
20-Jun	335	3100	9.800000
21-Jun	168	2581	6.100000
22-Jun	284	2371	10.700000
23-Jun	351	1540	18.600000
24-Jun	311	3024	9.300000
25-Jun	642	5349	10.700000
26-Jun	437	3632	10.700000
27-Jun	454	4878	8.500000
28-Jun	332	3066	9.800000
29-Jun	433	2573	14.400000
30-Jun	295	1760	14.400000
1-Jul	408	2823	12.600000
2-Jul	465	3276	12.400000
3-Jul	820	5279	13.400000
4-Jul	682	4223	13.900000
5-Jul	393	2410	14.000000
6-Jul	385	2067	15.700000
7-Jul	594	3851	13.400000
8-Jul	422	2517	14.400000
9-Jul	570	4346	11.600000
10-Jul	611	3689	14.200000
11-Jul	1166	9736	10.700000
12-Jul	778	6172	11.200000
13-Jul	468	2438	16.100000
14-Jul	496	3992	11.100000
15-Jul	912	7153	11.300000
16-Jul	641	5367	10.700000
17-Jul	681	6577	9.400000
18-Jul	733	5634	11.500000
19-Jul	648	4177	13.400000
20-Jul	526	3459	13.200000
21-Jul	553	5713	8.800000
22-Jul	758	5920	11.400000
23-Jul	734	5251	12.300000
24-Jul	711	6543	9.800000
25-Jul	606	5425	10.000000
26-Jul	630	6465	8.900000
27-Jul	622	5041	11.000000
28-Jul	576	6077	8.700000
29-Jul	505	4836	9.500000
30-Jul	572	5423	9.500000
31-Jul	600	5979	9.100000
1-Aug	379	4186	8.300000
2-Aug	311	2857	9.800000
3-Aug	345	2891	10.700000
4-Aug	358	3166	10.200000
5-Aug	447	5237	7.900000
6-Aug	373	4578	7.500000
7-Aug	473	5473	8.000000
8-Aug	417	5436	7.100000
9-Aug	281	3554	7.330000
10-Aug	342	3540	8.810000
11-Aug	288	4351	6.210000
12-Aug	275	3509	7.270000
13-Aug	363	5112	6.630000
14-Aug	315	4794	6.170000
15-Aug	228	3185	6.680000
16-Aug	149	1915	7.220000
17-Aug	184	3087	5.630000
18-Aug	200	3323	5.680000
19-Aug	220	4048	5.150000
20-Aug	270	4757	5.370000
21-Aug	231	5222	4.240000
22-Aug	189	5067	3.600000
23-Aug	163	2855	5.400000
24-Aug	145	2754	5.000000
25-Aug	167	3813	4.200000
26-Aug	164	3231	4.830000
27-Aug	282	5363	5.000000
28-Aug	206	4381	4.490000
29-Aug	187	4303	4.160000
30-Aug	94	2909	3.130000
31-Aug	148	4337	3.300000
1-Sep	152	3526	4.130000
2-Sep	149	3295	4.330000
3-Sep	147	3892	3.640000
4-Sep	159	4770	3.230000
5-Sep	149	4120	3.490000
6-Sep	118	3691	3.100000
7-Sep	113	2257	4.770000
8-Sep	132	2162	5.750000
9-Sep	104	2700	3.710000
10-Sep	179	3862	4.430000
11-Sep	155	4907	3.060000
12-Sep	152	4598	3.200000
13-Sep	123	4035	2.960000
14-Sep	161	3702	4.170000
15-Sep	160	3855	3.990000
16-Sep	228	5299	4.130000
17-Sep	230	5685	3.890000
18-Sep	249	5786	4.130000
19-Sep	178	3672	4.620000
20-Sep	90	2869	3.040000
21-Sep	172	2358	6.800000
22-Sep	146	3122	4.470000
23-Sep	121	3634	3.220000
24-Sep	159	5317	2.900000
25-Sep	162	4882	3.210000
26-Sep	98	3139	3.030000
27-Sep	29	1329	2.140000
28-Sep	171	4036	4.060000
29-Sep	73	2276	3.110000
30-Sep	161	3705	4.160000
1-Oct	138	5574	2.420000
2-Oct	126	3505	3.470000
3-Oct	115	3471	3.210000
4-Oct	72	2345	2.980000
5-Oct	102	2447	4.000000
6-Oct	134	4758	2.740000
7-Oct	143	4576	3.030000
8-Oct	124	5095	2.380000
9-Oct	113	1189	8.680000
10-Oct	199	8444	2.300000
11-Oct	54	2806	1.890000
12-Oct	132	3138	4.040000
13-Oct	165	3410	4.620000
14-Oct	157	4031	3.750000
15-Oct	164	4814	3.290000
16-Oct	206	5146	3.850000
17-Oct	137	3322	3.960000
18-Oct	64	2319	2.690000
19-Oct	231	3950	5.520000
20-Oct	83	1773	4.470000
21-Oct	355	6126	5.480000
22-Oct	236	7069	3.230000
23-Oct	322	11703	2.680000
24-Oct	208	3818	5.170000
25-Oct	275	4201	6.140000
26-Oct	359	3954	8.320000
27-Oct	243	4549	5.070000
28-Oct	361	5810	5.850000
29-Oct	403	6789	5.600000
30-Oct	270	3232	7.710000
31-Oct	469	6387	6.840000
1-Nov	216	3239	6.250000
2-Nov	364	3992	8.360000
3-Nov	282	3405	7.650000
4-Nov	445	5647	7.300000
5-Nov	361	7458	4.620000
6-Nov	379	4446	7.850000
7-Nov	452	7112	5.980000
8-Nov	355	3742	8.660000
9-Nov	328	3788	7.970000
10-Nov	364	3967	8.400000
11-Nov	385	4929	7.250000
12-Nov	444	4436	9.100000
13-Nov	309	2654	10.430000
14-Nov	731	9656	7.040000
15-Nov	340	4107	7.650000
16-Nov	390	3502	10.020000
17-Nov	503	5045	9.070000
18-Nov	561	7162	7.260000
19-Nov	485	6948	6.520000
20-Nov	579	8154	6.630000
21-Nov	481	6930	6.490000
22-Nov	452	6422	6.580000
23-Nov	404	6196	6.120000
24-Nov	437	5723	7.090000
25-Nov	597	10409	5.420000
26-Nov	522	8772	5.620000
27-Nov	361	5914	5.750000
28-Nov	332	4311	7.150000
29-Nov	349	4261	7.570000
30-Nov	553	4992	9.970000
1-Dec	470	5380	8.030000
2-Dec	657	8106	7.500000
3-Dec	624	8441	6.880000
4-Dec	631	9139	6.460000
5-Dec	514	7182	6.680000

Total COVID-19 Tests by Day

The average number of COVID-19 tests performed each day has increased from about 500 in early April to roughly 5000 in July. Over the past two weeks, there has been an average change of -45 additional tests performed each day in Palm Beach County. This data is presented on a log scale.

Positive COVID-19 Tests by Day

There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average change of 3 additional positive cases each day, per day in Palm Beach County.

Proportion of Positive Cases within Past Two Weeks

During the 14-day period from 21 November to 05 December, there was a slight increase in the proportion of positive COVID-19 cases reported in Palm Beach County. Over this period, there was an average change of 0.084 percentage points per day for new positive cases.

Proportion of Positive COVID-19 Tests by Day

Overall, the proportion of positive test results out of all tests decreased significantly from over 15% in April to the proportion of about 6% at the end of May. This is a function of test availability and the population being tested. Overall, since the county reopened on May 11th, the proportion of positive tests increased over time until mid July before decreasing again.

COVID-19 Hospitalization Data

Full Data

Date	County	TotalBeds	AvailableBeds	HospitalCapacity	Hospitalized	ICU	Ventilated	AdmitPrevDay	DischPrevDay	DeltaAdmit
2020-04-02	PALM BEACH	4332	NA	NA	150	78	38	NA	NA	NA
2020-04-03	PALM BEACH	4332	NA	NA	171	69	60	31	12	19
2020-04-04	PALM BEACH	4332	NA	NA	170	77	75	50	47	3
2020-04-05	PALM BEACH	4332	NA	NA	180	83	73	49	15	34
2020-04-06	PALM BEACH	4332	NA	NA	138	64	58	49	48	1
2020-04-07	PALM BEACH	4332	NA	NA	199	84	63	64	39	25
2020-04-08	PALM BEACH	4332	NA	NA	158	68	51	47	28	19
2020-04-09	PALM BEACH	4332	NA	NA	212	86	66	93	39	54
2020-04-10	PALM BEACH	4332	2208	0.5096953	184	90	54	46	46	0
2020-04-10	PALM BEACH	4332	NA	NA	200	99	55	48	40	8
2020-04-11	PALM BEACH	4332	NA	NA	196	94	58	60	22	38
2020-04-12	PALM BEACH	4332	NA	NA	229	103	60	36	25	11
2020-04-12	PALM BEACH	4332	NA	NA	228	103	63	38	26	12
2020-04-13	PALM BEACH	4332	NA	NA	239	90	54	64	38	26
2020-04-13	PALM BEACH	4332	NA	NA	242	91	57	66	39	27
2020-04-14	PALM BEACH	4332	1902	0.4390582	241	89	56	65	44	21
2020-04-14	PALM BEACH	4332	1893	0.4369806	204	73	48	63	49	14
2020-04-15	PALM BEACH	4332	1832	0.4228994	223	85	51	74	38	36
2020-04-16	PALM BEACH	4332	1807	0.4171283	241	89	53	74	34	40
2020-04-16	PALM BEACH	4332	1881	0.4342105	250	92	54	72	38	34
2020-04-17	PALM BEACH	4332	1807	0.4171283	236	87	52	74	26	48
2020-04-17	PALM BEACH	4332	1868	0.4312096	239	88	54	60	33	27
2020-04-18	PALM BEACH	4332	1866	0.4307479	240	91	53	62	33	29
2020-04-18	PALM BEACH	4332	1862	0.4298246	237	89	54	61	33	28
2020-04-19	PALM BEACH	4332	1800	0.4155125	238	94	62	55	25	30
2020-04-20	PALM BEACH	4332	1842	0.4252078	245	91	56	46	25	21
2020-04-21	PALM BEACH	4332	2128	0.4912281	236	86	47	41	40	1
2020-04-22	PALM BEACH	4332	1765	0.4074331	232	88	52	46	35	11
2020-04-22	PALM BEACH	4332	1783	0.4115882	226	84	52	47	31	16
2020-04-23	PALM BEACH	4332	1762	0.4067405	232	85	50	42	34	8
2020-04-23	PALM BEACH	4332	1963	0.4531394	229	84	49	38	30	8
2020-04-24	PALM BEACH	4332	1832	0.4228994	223	73	50	40	32	8
2020-04-25	PALM BEACH	4332	1820	0.4201293	223	73	43	39	23	16
2020-04-25	PALM BEACH	4332	1774	0.4095106	221	71	43	38	25	13
2020-04-26	PALM BEACH	4332	1777	0.4102031	209	65	40	50	24	26
2020-04-26	PALM BEACH	4332	1761	0.4065097	213	68	41	45	18	27
2020-04-27	PALM BEACH	4332	1771	0.4088181	222	67	43	26	22	4
2020-04-27	PALM BEACH	4332	1793	0.4138966	223	69	44	25	22	3
2020-04-28	PALM BEACH	4332	1817	0.4194367	229	75	45	30	27	3
2020-04-28	PALM BEACH	4332	1815	0.4189751	230	75	40	29	25	4
2020-04-29	PALM BEACH	4332	1638	0.3781163	236	72	43	33	23	10
2020-04-29	PALM BEACH	4332	1634	0.3771930	232	73	44	31	22	9
2020-04-30	PALM BEACH	4332	1661	0.3834257	232	73	44	41	32	9
2020-04-30	PALM BEACH	4332	1668	0.3850416	234	74	43	45	36	9
2020-05-01	PALM BEACH	4332	1629	0.3760388	235	76	44	49	32	17
2020-05-01	PALM BEACH	4332	1607	0.3709603	236	77	44	43	32	11
2020-05-02	PALM BEACH	4332	1674	0.3864266	241	76	50	34	34	0
2020-05-03	PALM BEACH	4332	1739	0.4014312	246	72	47	35	18	17
2020-05-03	PALM BEACH	4332	1735	0.4005078	242	71	46	33	17	16
2020-05-04	PALM BEACH	4332	1621	0.3741921	228	71	52	34	39	-5
2020-05-04	PALM BEACH	4332	1613	0.3723453	228	71	52	34	39	-5
2020-05-05	PALM BEACH	4332	1545	0.3566482	230	75	47	48	33	15
2020-05-05	PALM BEACH	4332	1545	0.3566482	230	75	47	48	33	15
2020-05-06	PALM BEACH	4332	1514	0.3494922	233	67	39	45	34	11
2020-05-06	PALM BEACH	4332	1514	0.3494922	233	67	39	45	33	12
2020-05-07	PALM BEACH	4332	1478	0.3411819	237	69	41	45	28	17
2020-05-07	PALM BEACH	4332	1477	0.3409511	236	69	40	44	27	17
2020-05-08	PALM BEACH	4332	1499	0.3460295	224	65	40	36	46	-10
2020-05-09	PALM BEACH	4332	1592	0.3674977	224	66	43	31	32	-1
2020-05-09	PALM BEACH	4332	1592	0.3674977	224	66	43	31	32	-1
2020-05-10	PALM BEACH	4332	1625	0.3751154	226	69	41	41	32	9
2020-05-10	PALM BEACH	4332	1625	0.3751154	227	70	41	37	33	4
2020-05-11	PALM BEACH	4332	1640	0.3785780	218	64	38	41	28	13
2020-05-11	PALM BEACH	4332	1640	0.3785780	218	64	38	41	28	13
2020-05-12	PALM BEACH	4332	1520	0.3508772	222	67	50	41	29	12
2020-05-12	PALM BEACH	4332	1520	0.3508772	222	68	36	41	29	12
2020-05-13	PALM BEACH	4332	1508	0.3481071	216	64	37	47	35	12
2020-05-13	PALM BEACH	4332	1500	0.3462604	219	64	38	40	29	11
2020-05-14	PALM BEACH	4332	1453	0.3354109	242	75	37	48	36	12
2020-05-14	PALM BEACH	4332	1453	0.3354109	242	75	37	48	36	12
2020-05-15	PALM BEACH	4332	1460	0.3370268	236	71	37	39	30	9
2020-05-15	PALM BEACH	4332	1422	0.3282548	241	73	36	43	43	0
2020-05-16	PALM BEACH	4332	1395	0.3220222	250	70	38	48	34	14
2020-05-16	PALM BEACH	4332	1412	0.3259464	247	71	41	50	29	21
2020-05-18	PALM BEACH	4332	1479	0.3414127	251	66	33	34	25	9
2020-05-19	PALM BEACH	4332	1322	0.3051708	231	66	34	44	30	14
2020-05-23	PALM BEACH	4332	1377	0.3178670	235	55	35	38	43	-5
2020-05-26	PALM BEACH	4332	1564	0.3610342	246	66	36	36	25	11
2020-05-27	PALM BEACH	4332	1391	0.3210988	246	66	37	49	34	15
2020-05-28	PALM BEACH	4332	1295	0.2989381	234	55	34	46	62	-16
2020-05-29	PALM BEACH	4332	1222	0.2820868	238	63	35	34	37	-3
2020-05-31	PALM BEACH	4332	1272	0.2936288	241	68	40	28	26	2
2020-06-01	PALM BEACH	4332	1254	0.2894737	251	69	43	34	37	-3
2020-06-02	PALM BEACH	4288	1214	0.2831157	237	64	36	39	42	-3
2020-06-03	PALM BEACH	4288	1214	0.2831157	271	90	64	40	18	22
2020-06-04	PALM BEACH	4288	1201	0.2800840	254	78	41	45	33	12
2020-06-05	PALM BEACH	4288	1208	0.2817164	253	75	48	41	43	-2
2020-06-08	PALM BEACH	4288	1295	0.3020056	307	87	48	53	17	36
2020-06-10	PALM BEACH	4288	1157	0.2698228	293	84	55	40	41	-1
2020-06-11	PALM BEACH	4288	1158	0.2700560	275	84	52	49	42	7
2020-06-12	PALM BEACH	4288	1113	0.2595616	289	90	51	42	28	14
2020-06-12	PALM BEACH	4288	1103	0.2572295	287	88	50	42	25	17
2020-06-15	PALM BEACH	4288	1273	0.2968750	291	74	54	47	25	22
2020-06-16	PALM BEACH	4288	1200	0.2798507	303	78	44	68	45	23
2020-06-17	PALM BEACH	4288	1123	0.2618937	329	95	50	49	53	-4
2020-06-18	PALM BEACH	4288	1125	0.2623601	348	99	49	58	38	20
2020-06-19	PALM BEACH	4288	1111	0.2590951	369	90	49	58	36	22
2020-06-20	PALM BEACH	4288	1173	0.2735541	376	92	48	68	34	34
2020-06-22	PALM BEACH	4288	1259	0.2936101	371	77	46	51	35	16
2020-06-23	PALM BEACH	4288	1144	0.2667910	402	82	51	68	43	25
2020-06-24	PALM BEACH	4288	1139	0.2656250	394	84	69	57	59	-2
2020-06-25	PALM BEACH	4288	1127	0.2628265	384	76	46	70	50	20
2020-06-26	PALM BEACH	4288	1046	0.2439366	403	80	46	74	38	36
2020-06-27	PALM BEACH	4288	1124	0.2621269	420	77	45	94	57	37
2020-06-27	PALM BEACH	4288	1124	0.2621269	420	77	45	94	57	37
2020-06-28	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-29	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-30	PALM BEACH	4288	1072	0.2500000	493	118	56	95	57	38
2020-07-01	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-02	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-03	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-05	PALM BEACH	4288	1311	0.3057369	555	115	71	84	58	26
2020-07-06	PALM BEACH	4288	1308	0.3050373	611	121	72	85	41	44
2020-07-08	PALM BEACH	4288	1130	0.2635261	610	133	76	93	98	-5
2020-07-09	PALM BEACH	4288	1072	0.2500000	615	138	105	99	82	17
2020-07-10	PALM BEACH	4288	1129	0.2632929	622	142	77	82	69	13
2020-07-12	PALM BEACH	4288	1255	0.2926772	640	142	81	105	103	2
2020-07-13	PALM BEACH	4288	1239	0.2889459	660	149	93	106	78	28
2020-07-14	PALM BEACH	4288	1160	0.2705224	680	151	90	100	78	22
2020-07-15	PALM BEACH	4288	1132	0.2639925	665	145	85	101	102	-1
2020-07-16	PALM BEACH	4288	1058	0.2467351	689	147	80	116	79	37
2020-07-17	PALM BEACH	4288	1094	0.2551306	602	149	80	111	83	28
2020-07-19	PALM BEACH	4288	1238	0.2887127	672	146	86	79	58	21
2020-07-21	PALM BEACH	4288	1170	0.2728545	672	141	82	90	103	-13
2020-07-22	PALM BEACH	4288	1143	0.2665578	665	133	79	74	75	-1
2020-07-23	PALM BEACH	4288	1169	0.2726213	659	137	75	65	80	-15
2020-07-24	PALM BEACH	4288	1155	0.2693563	628	134	76	81	88	-7
2020-07-25	PALM BEACH	4288	1186	0.2765858	650	139	78	77	84	-7
2020-07-26	PALM BEACH	4288	1434	0.3344216	640	136	81	65	73	-8
2020-07-27	PALM BEACH	4288	1407	0.3281250	639	140	86	66	34	32
2020-07-28	PALM BEACH	4288	1213	0.2828825	621	144	81	74	84	-10
2020-07-29	PALM BEACH	4288	1189	0.2772854	598	145	82	62	72	-10
2020-07-30	PALM BEACH	4288	1202	0.2803172	558	139	85	64	100	-36
2020-08-01	PALM BEACH	4288	1366	0.3185634	523	134	86	67	56	11
2020-08-02	PALM BEACH	4288	1428	0.3330224	537	132	86	58	40	18
2020-08-03	PALM BEACH	4288	1396	0.3255597	547	134	92	53	44	9
2020-08-04	PALM BEACH	4288	1267	0.2954757	498	141	99	52	71	-19
2020-08-06	PALM BEACH	4288	1278	0.2980410	486	133	92	54	61	-7
2020-08-07	PALM BEACH	4288	1390	0.3241604	465	127	86	46	57	-11
2020-08-08	PALM BEACH	4288	1465	0.3416511	437	126	84	61	82	-21
2020-08-09	PALM BEACH	4288	1487	0.3467817	440	127	89	54	45	9
2020-08-10	PALM BEACH	4288	1410	0.3288246	460	131	91	47	40	7
2020-08-11	PALM BEACH	4288	1323	0.3085354	458	136	96	45	49	-4
2020-08-12	PALM BEACH	4288	1343	0.3131996	441	125	89	58	72	-14
2020-08-13	PALM BEACH	4288	1350	0.3148321	420	122	91	50	54	-4
2020-08-14	PALM BEACH	4288	1348	0.3143657	394	120	83	50	63	-13
2020-08-16	PALM BEACH	4288	1502	0.3502799	380	116	75	28	37	-9
2020-08-17	PALM BEACH	4288	1442	0.3362873	383	114	78	45	37	8
2020-08-18	PALM BEACH	4288	1292	0.3013060	383	122	75	44	41	3
2020-08-19	PALM BEACH	4288	1312	0.3059701	358	104	73	33	57	-24
2020-08-20	PALM BEACH	4288	1354	0.3157649	631	406	74	33	49	-16
2020-08-21	PALM BEACH	4288	1485	0.3463153	313	100	67	37	47	-10
2020-08-22	PALM BEACH	4288	1384	0.3227612	289	96	64	24	42	-18
2020-08-23	PALM BEACH	4288	1420	0.3311567	273	91	62	24	26	-2
2020-08-24	PALM BEACH	4288	1416	0.3302239	258	84	61	30	27	3
2020-08-25	PALM BEACH	4288	1230	0.2868470	257	89	58	27	26	1
2020-08-26	PALM BEACH	4288	1256	0.2929104	268	95	59	29	20	9
2020-08-27	PALM BEACH	4288	1286	0.2999067	250	76	51	29	29	0
2020-08-28	PALM BEACH	4288	1279	0.2982743	247	79	55	27	27	0
2020-08-29	PALM BEACH	4288	1375	0.3206623	203	79	54	18	31	-13
2020-08-30	PALM BEACH	4288	1345	0.3136660	217	93	53	26	26	0
2020-08-31	PALM BEACH	4288	1386	0.3232276	208	76	47	25	15	10
2020-09-01	PALM BEACH	4288	1278	0.2980410	228	72	46	27	30	-3
2020-09-02	PALM BEACH	4288	1255	0.2926772	230	63	45	29	31	-2
2020-09-03	PALM BEACH	4288	1232	0.2873134	230	66	46	32	31	1
2020-09-04	PALM BEACH	4288	1297	0.3024720	208	63	46	32	37	-5
2020-09-05	PALM BEACH	4288	1323	0.3085354	186	53	41	19	31	-12
2020-09-06	PALM BEACH	4288	1482	0.3456157	187	52	38	19	27	-8
2020-09-07	PALM BEACH	4288	1510	0.3521455	183	46	36	16	15	1
2020-09-08	PALM BEACH	4288	1447	0.3374534	176	45	29	20	26	-6
2020-09-09	PALM BEACH	4288	1314	0.3064366	173	52	33	24	27	-3
2020-09-11	PALM BEACH	4288	1262	0.2943097	163	53	36	23	23	0
2020-09-12	PALM BEACH	4288	1301	0.3034049	165	64	36	28	26	2
2020-09-13	PALM BEACH	4288	1434	0.3344216	165	63	39	24	17	7
2020-09-15	PALM BEACH	4288	1230	0.2868470	166	60	39	28	23	5
2020-09-16	PALM BEACH	4288	1254	0.2924440	172	54	34	28	21	7
2020-09-17	PALM BEACH	4288	1249	0.2912780	159	53	32	26	20	6
2020-09-18	PALM BEACH	4288	1252	0.2919776	165	56	35	32	25	7
2020-09-19	PALM BEACH	4288	1337	0.3118004	142	51	29	27	25	2
2020-09-20	PALM BEACH	4288	1404	0.3274254	163	52	28	21	17	4
2020-09-21	PALM BEACH	4288	1371	0.3197295	164	54	26	31	19	12
2020-09-22	PALM BEACH	4288	1311	0.3057369	159	51	29	31	20	11
2020-09-23	PALM BEACH	4288	1270	0.2961754	141	50	29	15	35	-20
2020-09-24	PALM BEACH	4288	1247	0.2908116	133	48	31	15	24	-9
2020-09-25	PALM BEACH	4288	1202	0.2803172	130	48	32	20	21	-1
2020-09-25	PALM BEACH	4288	1400	0.3264925	122	46	29	19	25	-6
2020-09-27	PALM BEACH	4288	1447	0.3374534	127	56	31	17	10	7
2020-09-29	PALM BEACH	4288	1380	0.3218284	126	46	26	16	16	0
2020-10-02	PALM BEACH	4288	1273	0.2968750	110	34	17	12	14	-2
2020-10-05	PALM BEACH	4288	1349	0.3145989	102	33	16	14	7	7
2020-10-06	PALM BEACH	4288	1212	0.2826493	105	36	19	16	7	9
2020-10-08	PALM BEACH	4288	1159	0.2702892	116	44	22	21	10	11
2020-10-09	PALM BEACH	4288	1085	0.2530317	115	40	17	19	11	8
2020-10-10	PALM BEACH	4288	1206	0.2812500	117	41	17	21	20	1
2020-10-12	PALM BEACH	4288	1302	0.3036381	122	37	16	16	9	7
2020-10-14	PALM BEACH	4288	1208	0.2817164	121	35	16	10	11	-1
2020-10-16	PALM BEACH	4288	1296	0.3022388	108	36	15	18	19	-1
2020-10-17	PALM BEACH	4288	1462	0.3409515	101	39	12	13	18	-5
2020-10-18	PALM BEACH	4288	1469	0.3425840	103	31	10	16	10	6
2020-10-19	PALM BEACH	4288	1458	0.3400187	105	31	10	17	11	6
2020-10-20	PALM BEACH	4288	1380	0.3218284	111	23	11	21	9	12
2020-10-22	PALM BEACH	4288	1247	0.2908116	118	22	7	24	14	10
2020-10-23	PALM BEACH	4288	1270	0.2961754	122	24	7	22	19	3
2020-10-24	PALM BEACH	4288	1360	0.3171642	137	24	9	27	16	11
2020-10-25	PALM BEACH	4288	1382	0.3222948	137	24	12	32	21	11
2020-10-26	PALM BEACH	4288	1449	0.3379198	129	24	12	28	20	8
2020-10-27	PALM BEACH	4288	1327	0.3094683	143	28	13	21	23	-2
2020-10-28	PALM BEACH	4288	1243	0.2898787	143	25	14	16	22	-6
2020-10-29	PALM BEACH	4288	1227	0.2861474	137	22	10	22	24	-2
2020-10-30	PALM BEACH	4288	1212	0.2826493	153	24	12	28	NA	NA
2020-10-31	PALM BEACH	4288	1219	0.2842817	149	24	13	27	NA	NA
2020-11-01	PALM BEACH	4288	1336	0.3115672	139	22	17	28	NA	NA
2020-11-02	PALM BEACH	4288	1344	0.3134328	152	30	18	22	NA	NA
2020-11-04	PALM BEACH	4288	1215	0.2833489	164	33	18	33	32	1
2020-11-05	PALM BEACH	4288	1204	0.2807836	163	30	19	33	25	8
2020-11-06	PALM BEACH	4288	1470	0.3428172	153	29	18	27	37	-10
2020-11-07	PALM BEACH	4288	1227	0.2861474	159	27	16	33	20	13
2020-11-08	PALM BEACH	4288	1302	0.3036381	164	31	18	32	21	11
2020-11-09	PALM BEACH	4288	1279	0.2982743	191	30	17	39	16	23
2020-11-10	PALM BEACH	4288	1201	0.2800840	211	36	17	40	36	4
2020-11-11	PALM BEACH	4288	1077	0.2511660	217	37	17	33	35	-2
2020-11-12	PALM BEACH	4288	1098	0.2560634	225	40	18	43	29	14
2020-11-13	PALM BEACH	4288	1086	0.2532649	236	40	17	43	27	16
2020-11-14	PALM BEACH	4288	1138	0.2653918	232	45	19	48	42	6
2020-11-15	PALM BEACH	4288	1246	0.2905784	228	48	20	32	20	12
2020-11-17	PALM BEACH	4288	1136	0.2649254	251	62	27	62	40	22
2020-11-18	PALM BEACH	4288	1097	0.2558302	243	61	26	43	33	10
2020-11-19	PALM BEACH	4288	1150	0.2681903	237	59	28	35	35	0
2020-11-20	PALM BEACH	4288	1114	0.2597948	243	54	26	46	36	10
2020-11-21	PALM BEACH	4288	1166	0.2719216	239	50	26	35	39	-4
2020-11-22	PALM BEACH	4288	1258	0.2933769	259	55	31	40	22	18
2020-11-23	PALM BEACH	4288	1262	0.2943097	264	53	29	38	22	16
2020-11-24	PALM BEACH	4288	1132	0.2639925	274	58	36	47	32	15
2020-11-25	PALM BEACH	4288	1095	0.2553638	263	60	34	50	64	-14
2020-11-26	PALM BEACH	4288	1201	0.2800840	272	61	37	46	35	11
2020-11-27	PALM BEACH	4288	1218	0.2840485	296	72	41	33	36	-3
2020-11-28	PALM BEACH	4288	1250	0.2915112	290	71	40	44	33	11
2020-11-29	PALM BEACH	4288	1175	0.2740205	290	77	41	37	38	-1
2020-11-30	PALM BEACH	4288	1136	0.2649254	302	76	43	43	28	15
2020-12-01	PALM BEACH	4288	1113	0.2595616	306	75	48	48	34	14
2020-12-02	PALM BEACH	4288	994	0.2318097	284	71	51	34	49	-15
2020-12-03	PALM BEACH	4288	979	0.2283116	285	69	42	40	42	-2
2020-12-04	PALM BEACH	4288	1062	0.2476679	288	57	42	54	31	23
2020-12-05	PALM BEACH	4288	1096	0.2555970	281	59	40	66	38	28

Hospital COVID-19 Census Trajectory

We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Palm Beach County.

On December 5th, there were 281 COVID-positive patients hospitalized, this was down from a high of 689 on July 16th. On December 5th, there were 59 COVID-positive patients in the ICU, this was down from a high of 151 on July 14th. Finally, On December 5th, there were 40 COVID-positive patients ventilated, this was down from a reported high of 105 on July 9th. However, over the past two weeks, the number in hospitals has increased significantly.

We also show the proportion of patients hospitalized who are in the ICU and the proportion of those in the ICU who are ventilated.

Currently, under 40% of COVID-19 hospitalized individuals are in the ICU. Over 50% of those in the ICU require ventilation.

COVID-19 Deaths by Day

County	Date	Count
Palm Beach	2020-03-13	1
Palm Beach	2020-03-16	1
Palm Beach	2020-03-18	1
Palm Beach	2020-03-20	2
Palm Beach	2020-03-21	2
Palm Beach	2020-03-22	2
Palm Beach	2020-03-24	1
Palm Beach	2020-03-25	5
Palm Beach	2020-03-26	2
Palm Beach	2020-03-27	14
Palm Beach	2020-03-28	10
Palm Beach	2020-03-29	13
Palm Beach	2020-03-30	7
Palm Beach	2020-03-31	5
Palm Beach	2020-04-01	9
Palm Beach	2020-04-02	15
Palm Beach	2020-04-03	14
Palm Beach	2020-04-04	4
Palm Beach	2020-04-05	4
Palm Beach	2020-04-06	5
Palm Beach	2020-04-07	10
Palm Beach	2020-04-08	6
Palm Beach	2020-04-09	7
Palm Beach	2020-04-10	5
Palm Beach	2020-04-11	9
Palm Beach	2020-04-12	6
Palm Beach	2020-04-13	6
Palm Beach	2020-04-14	10
Palm Beach	2020-04-15	11
Palm Beach	2020-04-16	11
Palm Beach	2020-04-17	12
Palm Beach	2020-04-18	5
Palm Beach	2020-04-19	9
Palm Beach	2020-04-20	7
Palm Beach	2020-04-21	9
Palm Beach	2020-04-22	9
Palm Beach	2020-04-23	11
Palm Beach	2020-04-24	3
Palm Beach	2020-04-25	8
Palm Beach	2020-04-26	5
Palm Beach	2020-04-27	4
Palm Beach	2020-04-28	4
Palm Beach	2020-04-29	9
Palm Beach	2020-04-30	4
Palm Beach	2020-05-01	3
Palm Beach	2020-05-02	3
Palm Beach	2020-05-03	5
Palm Beach	2020-05-04	5
Palm Beach	2020-05-05	5
Palm Beach	2020-05-06	8
Palm Beach	2020-05-07	6
Palm Beach	2020-05-08	6
Palm Beach	2020-05-09	7
Palm Beach	2020-05-10	3
Palm Beach	2020-05-11	9
Palm Beach	2020-05-12	4
Palm Beach	2020-05-13	4
Palm Beach	2020-05-14	7
Palm Beach	2020-05-15	6
Palm Beach	2020-05-16	6
Palm Beach	2020-05-17	5
Palm Beach	2020-05-18	3
Palm Beach	2020-05-19	2
Palm Beach	2020-05-20	9
Palm Beach	2020-05-21	2
Palm Beach	2020-05-22	8
Palm Beach	2020-05-23	7
Palm Beach	2020-05-24	6
Palm Beach	2020-05-25	5
Palm Beach	2020-05-26	4
Palm Beach	2020-05-27	7
Palm Beach	2020-05-28	8
Palm Beach	2020-05-29	5
Palm Beach	2020-05-30	4
Palm Beach	2020-05-31	8
Palm Beach	2020-06-01	4
Palm Beach	2020-06-02	3
Palm Beach	2020-06-03	6
Palm Beach	2020-06-04	4
Palm Beach	2020-06-05	8
Palm Beach	2020-06-06	8
Palm Beach	2020-06-07	5
Palm Beach	2020-06-08	12
Palm Beach	2020-06-09	1
Palm Beach	2020-06-10	5
Palm Beach	2020-06-11	9
Palm Beach	2020-06-12	8
Palm Beach	2020-06-13	8
Palm Beach	2020-06-14	5
Palm Beach	2020-06-15	5
Palm Beach	2020-06-16	6
Palm Beach	2020-06-17	10
Palm Beach	2020-06-18	5
Palm Beach	2020-06-19	10
Palm Beach	2020-06-20	5
Palm Beach	2020-06-21	2
Palm Beach	2020-06-22	15
Palm Beach	2020-06-23	7
Palm Beach	2020-06-24	22
Palm Beach	2020-06-25	18
Palm Beach	2020-06-26	24
Palm Beach	2020-06-27	25
Palm Beach	2020-06-28	20
Palm Beach	2020-06-29	15
Palm Beach	2020-06-30	7
Palm Beach	2020-07-01	12
Palm Beach	2020-07-02	20
Palm Beach	2020-07-03	10
Palm Beach	2020-07-04	19
Palm Beach	2020-07-05	13
Palm Beach	2020-07-06	20
Palm Beach	2020-07-07	16
Palm Beach	2020-07-08	10
Palm Beach	2020-07-09	20
Palm Beach	2020-07-10	19
Palm Beach	2020-07-11	16
Palm Beach	2020-07-12	19
Palm Beach	2020-07-13	15
Palm Beach	2020-07-14	18
Palm Beach	2020-07-15	25
Palm Beach	2020-07-16	18
Palm Beach	2020-07-17	20
Palm Beach	2020-07-18	12
Palm Beach	2020-07-19	16
Palm Beach	2020-07-20	17
Palm Beach	2020-07-21	20
Palm Beach	2020-07-22	16
Palm Beach	2020-07-23	17
Palm Beach	2020-07-24	15
Palm Beach	2020-07-25	8
Palm Beach	2020-07-26	9
Palm Beach	2020-07-27	16
Palm Beach	2020-07-28	11
Palm Beach	2020-07-29	15
Palm Beach	2020-07-30	15
Palm Beach	2020-07-31	11
Palm Beach	2020-08-01	7
Palm Beach	2020-08-02	7
Palm Beach	2020-08-03	8
Palm Beach	2020-08-04	9
Palm Beach	2020-08-05	13
Palm Beach	2020-08-06	5
Palm Beach	2020-08-07	14
Palm Beach	2020-08-08	8
Palm Beach	2020-08-09	3
Palm Beach	2020-08-10	10
Palm Beach	2020-08-11	14
Palm Beach	2020-08-12	8
Palm Beach	2020-08-13	8
Palm Beach	2020-08-14	9
Palm Beach	2020-08-15	8
Palm Beach	2020-08-16	7
Palm Beach	2020-08-17	5
Palm Beach	2020-08-18	4
Palm Beach	2020-08-19	10
Palm Beach	2020-08-20	7
Palm Beach	2020-08-21	4
Palm Beach	2020-08-22	1
Palm Beach	2020-08-23	4
Palm Beach	2020-08-24	8
Palm Beach	2020-08-25	4
Palm Beach	2020-08-26	6
Palm Beach	2020-08-27	12
Palm Beach	2020-08-28	7
Palm Beach	2020-08-29	1
Palm Beach	2020-08-30	4
Palm Beach	2020-08-31	8
Palm Beach	2020-09-01	9
Palm Beach	2020-09-02	5
Palm Beach	2020-09-03	4
Palm Beach	2020-09-04	6
Palm Beach	2020-09-05	2
Palm Beach	2020-09-06	12
Palm Beach	2020-09-07	6
Palm Beach	2020-09-08	4
Palm Beach	2020-09-09	1
Palm Beach	2020-09-10	5
Palm Beach	2020-09-11	1
Palm Beach	2020-09-12	2
Palm Beach	2020-09-13	6
Palm Beach	2020-09-14	6
Palm Beach	2020-09-15	6
Palm Beach	2020-09-16	5
Palm Beach	2020-09-17	4
Palm Beach	2020-09-18	6
Palm Beach	2020-09-19	4
Palm Beach	2020-09-20	5
Palm Beach	2020-09-21	4
Palm Beach	2020-09-22	1
Palm Beach	2020-09-23	2
Palm Beach	2020-09-24	2
Palm Beach	2020-09-25	5
Palm Beach	2020-09-26	1
Palm Beach	2020-09-27	3
Palm Beach	2020-09-28	5
Palm Beach	2020-09-29	1
Palm Beach	2020-09-30	2
Palm Beach	2020-10-01	3
Palm Beach	2020-10-02	4
Palm Beach	2020-10-03	1
Palm Beach	2020-10-04	3
Palm Beach	2020-10-05	2
Palm Beach	2020-10-06	6
Palm Beach	2020-10-07	8
Palm Beach	2020-10-08	9
Palm Beach	2020-10-09	1
Palm Beach	2020-10-10	3
Palm Beach	2020-10-11	2
Palm Beach	2020-10-12	2
Palm Beach	2020-10-13	4
Palm Beach	2020-10-14	1
Palm Beach	2020-10-15	1
Palm Beach	2020-10-16	2
Palm Beach	2020-10-17	1
Palm Beach	2020-10-19	4
Palm Beach	2020-10-20	2
Palm Beach	2020-10-21	4
Palm Beach	2020-10-22	5
Palm Beach	2020-10-23	2
Palm Beach	2020-10-24	2
Palm Beach	2020-10-25	7
Palm Beach	2020-10-26	2
Palm Beach	2020-10-27	2
Palm Beach	2020-10-28	2
Palm Beach	2020-10-29	1
Palm Beach	2020-10-31	1
Palm Beach	2020-11-01	1

In Palm Beach County, COVID-positive deaths rose until mid April and afterward have been decreasing. This decrease in deaths may be attributable to advances in COVID-19 treatments and standard of care. A decrease in median age of those impacted could also partially explain this decrease. From mid-June until approximately the end of July, there was an increase in reported deaths per day. This number is now declining. Thus far, the peak number of deaths per day was 25 on June 27th.

Note: Due to delays in classifying the cause of death and thus of reporting deaths due to COVID-19, the most recent data will undercount the number of deaths. Specifically, 25% of newly reported deaths were from on or before November 1st for the region. This date indicates a point where 75% of our data is considered complete. For this reason, approximately the last 5 weeks were excluded from this analysis of deaths.

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Conclusion

During the past two weeks, the number of positive COVID-19 tests has increased by an average of 33, 12, and 3 each day for Miami-Dade, Broward, and Palm Beach Counties, respectively. All three counties experienced increases in cases and decreases in case positivity. All three counties increases in hospitalization census. The number of COVID-19 tests performed per week increase for Miami-Dade and Broward Counties, but decreased for Palm Beach County. All three counties reported declines in the number of deaths reported each day. There is currently a 5 week delay in the reporting of COVID-19 deaths for the State of Florida.

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Data Sources

Data sources are as follows:

• COVID-19 Test Results: The number of positive and negative COVID-19 test results come from the Florida Department of Health: https://floridahealthcovid19.gov/.
• COVID-19 Hospital Census: The hospitalization data is disseminated by Florida’s Agency for Health Care Administration: https://ahca.myflorida.com/.
• COVID-19 Death Linelist: This list is created and disseminated by Florida’s Department of Health. Deaths are medical examiner confirmed. https://floridahealthcovid19.gov.